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[Перевод] Может ли ИИ заменить врача-терапевта? Исследование ученых из Google DeepMind

Представьте себе типичное воскресное утро: Сергей просыпается с небольшим кашлем и, вместо того чтобы выпить чай с медом, немедленно консультируется со своим любимым ИИ-помощником.

"У меня лёгкий кашель," — пишет он.

ИИ анализирует сообщение и выдаёт: "По моим данным, у вас, возможно, одно из следующего: простуда, аллергия, пневмония, бронхит, туберкулёз, легочный фиброз или редкое тропическое заболевание, о котором вы, вероятно, никогда не слышали."
К вечеру Сергей уже убежден, что у него неизлечимая экзотическая болезнь. Он заказывает лекарства из пятнадцати стран, составляет завещание и звонит родственникам попрощаться. А на следующий день кашель проходит сам собой.

Комичная ситуация, не правда ли? Группа ученых из Google Research и Google DeepMind решила выяснить, справедлива ли привычная ирония в отношении ИИ-диагностики. Результаты опубликовали не где-нибудь, а в журнале Nature, и этот хабрапост — адаптированный перевод этой статьи.

Сможет ли ИИ превзойти опытных терапевтов в составлении точных дифференциальных диагнозов? Смогут ли результаты исследования перевернуть наше представление о роли искусственного интеллекта в медицине? И речь идет не о простудах и аллергиях — нужно выявлять редкие и сложные заболевания, зачастую ускользающие от внимания человека-врача…


Аннотация

Ключевой элемент медицинской помощи — всесторонний дифференциальный диагноз (ДД) — это не моментальное озарение, а методичная работа врача по сбору и осмыслению различной информации о пациенте. Врач последовательно анализирует совокупность данных — клинический анамнез, результаты осмотра, лабораторных и инструментальных исследований и процедур.

Интерактивные интерфейсы на базе больших языковых моделей (LLM) открывают новые возможности для содействия и автоматизации некоторых аспектов этого процесса (1). В данной работе ученые представляют Articulate Medical Intelligence Explorer (AMIE) — большую языковую модель (LLM), оптимизированную для диагностических рассуждений, и оценивают ее способность генерировать дифференциальный диагноз как самостоятельно, так и в качестве вспомогательного инструмента для клиницистов.

Двадцать клиницистов оценили 302 сложных медицинских случая из реальной практики, взятых из опубликованных описаний клинических случаев. Каждое описание случая было рассмотрено двумя клиницистами, которые были случайным образом распределены в одну из двух групп исследования: использование поисковых систем и стандартных медицинских ресурсов; или использование AMIE в дополнение к этим инструментам. Все клиницисты предоставляли исходный дифференциальный диагноз без посторонней помощи перед использованием соответствующих вспомогательных инструментов.

AMIE продемонстрировала самостоятельную производительность, превосходящую производительность клиницистов без помощи (точность top-10 59,1% против 33,6%, P = 0,04). При сравнении двух исследовательских групп с использованием помощи, оценка качества дифференциального диагноза была выше у клиницистов, которым помогала AMIE (точность top-10 51,7%), по сравнению с клиницистами без ее помощи (36,1%; критерий Мак-Немара: 45,7, P < 0,01) и клиницистами, использующими поиск (44,4%; критерий Мак-Немара: 4,75, P = 0,03). Кроме того, клиницисты, которым помогала AMIE, составляли более полные списки дифференциальных диагнозов, чем те, кто не использовал помощь AMIE.

Исследование предполагает, что AMIE имеет потенциал для улучшения диагностических рассуждений и точности диагностики в сложных случаях, что заслуживает дальнейшей оценки в реальных условиях и способствует расширению возможностей врачей и доступа пациентов к экспертным знаниям уровня специалистов.

Основная часть

Точный диагноз является критически важным компонентом эффективной медицинской помощи. Создание систем искусственного интеллекта (ИИ), способных выполнять эту важную задачу или помогать в ней клиницистам, уже давно является одной из важнейших глобальных задач(2). В то время как предыдущие исследования были сосредоточены на оценке способности машины точно выдавать диагноз (1,3,4,5), реальная клиническая практика включает итеративный и интерактивный процесс рассуждений о ДД, взвешивание множества диагностических возможностей в свете постоянно увеличивающегося объема клинической информации.

Глубокое обучение было применено с многообещающим эффектом для генерации ДД в ряде специальностей, включая радиологию (4), офтальмологию (5) и дерматологию (3), но такие системы не обладают интерактивными возможностями для свободного ассистирования пользователю посредством коммуникации на естественном языке.

Появление больших языковых моделей (LLM) предоставляет возможность для разработки новых интерактивных инструментов и интерфейсов для помощи в ДД. Эти модели продемонстрировали способность выполнять сложные задачи понимания языка и рассуждений, генерируя связный текст и тем самым обеспечивая большое разнообразие реальных применений (6,7,8,9).

Как LLM общего назначения (GPT-4), так и LLM, специализированные для медицинской области (Med-PaLM 2), показали высокую производительность на стандартизированных медицинских бенчмарках и тестах с множественным выбором (10,11). Такие оценки представляют собой естественную отправную точку для изучения медицинских знаний и возможностей модели, но не измеряют полезность в реальных сценариях оказания медицинской помощи, например, в сложных медицинских случаях, с которыми сталкиваются квалифицированные врачи. Также не очевидно, как эти модели могут активно помогать клиницистам в разработке ДД.

Недавние работы начали оценивать качество самостоятельной работы этих моделей на сложных описаниях случаев, требующих комплексной дедукции и диагностики (1,12,13,14), но не дошли до оценки того, как они могут помогать клиницистам, повышать их производительность и расширять их возможности для предоставления лучшей помощи.

Здесь представляем AMIE, LLM, оптимизированную для клинических диагностических рассуждений с целью генерации ДД для сложных медицинских случаев из реальной практики. Помимо измерения самостоятельной производительности, интегрировали эту модель в интерактивный интерфейс, чтобы измерить, насколько хорошо AMIE может помогать клиницистам в разработке ДД.

Используя набор сложных описаний реальных случаев из клинико-патологических конференций (Clinicopathological Conferences, CPC) журнала New England Journal of Medicine (NEJM), сравнили способность клиницистов формировать ДД с помощью AMIE и с доступом к традиционным инструментам поиска информации (таким как интернет-поиск и книги). AMIE достигла впечатляющей производительности как в генерации списков ДД, содержащих правильный диагноз (точность top-10), так и в определении правильного окончательного диагноза как наиболее вероятного в списке (точность top-1).

При автоматизированной оценке на основе модели качество и точность списка ДД, созданного AMIE, оказались значительно лучше, чем у модели "state-of-the-art" GPT-4, доступной на момент проведения экспериментов (1). Возможно, что еще важнее, AMIE также улучшила диагностические способности клиницистов, что измерялось качеством их списков ДД для оцененных случаев.

LLM, оптимизированные для критически важной с точки зрения безопасности медицинской области, такие как эта, представляют новую парадигму помощи клиницистам из-за потенциального разнообразия способов, которыми конкретный индивидуум может взаимодействовать с системой и использовать ее в совместных рассуждениях.

Подробное объяснение случаев, их компонентов, способа их подачи в модель, схемы рандомизации AMIE по сравнению со стандартной практикой, а также информация об экспертах-оценщиках (expert raters) модели и о том, как результаты оценивались в слепых тестах, можно найти в разделе «Методы».

При оценке качества списков ДД использовали несколько критериев, вдохновленных подходом, принятым в работе (1), и расширенных для получения дополнительных инсайтов от клиницистов. Во-первых, измеряли, совпадает ли окончательный диагноз с записью в списке ДД и на какой позиции (точность top-n). Во-вторых, использовали оценку качества из работы Bond et al. (15) и создали шкалы уместности (appropriateness) и полноты (comprehensiveness). В совокупности эти показатели оценивают общее качество, уместность и полноту ДД.

При использовании AMIE для помощи, клиницисты задавали в среднем 2,92 вопроса в интерфейсе (медиана 2, межквартильный размах (IQR) 1–4). В среднем вопросы клиницистов состояли из 9,39 слов (медиана 10, IQR 6–12) и 54,31 символов (медиана 61, IQR 39–63). Ответы AMIE в среднем состояли из 237,60 слов (медиана 198, IQR 127–332) и 1 540,81 символов (медиана 1 276; IQR 815–2210).

Когда врачам разрешали использовать поиск, наиболее популярными инструментами оказались UpToDate (использовался в 34% задач), Google Search (30%) и PubMed (22%). В сценарии проверки возможностей нейросети, клиницистам было разрешено использовать всё те же инструменты, но, по факту, этим почти никто не занимался. Вместе с нейросетью, инструментами поиска пользовались менее чем в 5% задач.

Производительность AMIE в генерации ДД

Списки ДД, созданные языковой моделью, достигли высоких оценок качества, уместности и полноты (см. Рис. 1). Медианная оценка качества составила 5 («ДД включает правильный диагноз»), причем 54% списков ДД получили эту оценку. Количество случаев, получивших оценку 5 (т.е. ДД включал правильный диагноз), было статистически значимо выше для AMIE по сравнению с клиницистами без помощи (критерий Мак-Немара: 64,4, P < 0,01). Средняя оценка уместности составила 4,43 из 5 (стандартное отклонение (s.d.) 0,92). Медианная оценка полноты составила 4 («ДД содержит всех разумных кандидатов»), причем 55% списков ДД получили эту оценку.

Рис. 1: Оценка качества списков ДД от врачей общей практики.

cd41c6436e1823e561b5c8d3bdc8c1d1.png

а) Оценка качества ДД на основе вопроса: «Насколько близки были дифференциальные диагнозы (ДД) к включению окончательного диагноза?»
b) Оценка полноты ДД на основе вопроса: «Используя ваш список ДД в качестве эталона/золотого стандарта, насколько полны списки ДД от каждого из экспертов?»
c) Оценка уместности ДД на основе вопроса: «Насколько уместны были списки ДД от разных медицинских экспертов по сравнению со списком дифференциальных диагнозов, который вы только что составили?»

Цвета соответствуют группам эксперимента, а оттенок цвета соответствует разным уровням на шкалах оценки. Во всех случаях AMIE и клиницисты, которым помогала AMIE, получили самые высокие общие оценки. Числа отражают количество случаев (из 302). Обратите внимание, что у клиницистов была возможность ответить «Я не уверен» на эти вопросы; они использовали эту опцию в очень небольшом количестве (менее 1%) случаев.

Средняя оценка уместности AMIE (4,34) была значительно выше, чем у клиницистов без помощи (3,74) (парный t-критерий (paired t-test) 8,52, P < 0,001, критерий знаковых рангов Уилкоксона (Wilcoxon signed-rank test): 2 857,5, P < 0,001) или у клиницистов с возможностью использовать инструменты поиска (3,80) (парный t-критерий 7,23, P < 0,001, критерий знаковых рангов Уилкоксона: 3 308,5, P < 0,001) или «LLM» (4,06) (парный t-критерий 4,98, P < 0,001, критерий знаковых рангов Уилкоксона: 2 752,0, P < 0,001).

Для расчета точности top-n, если какой-либо из первых n диагнозов в индивидуальном ДД был помечен языковой моделью как правильный, дифференциальный диагноз считался правильным. Была рассчитана доля правильных списков ДД по всем случаям, чтобы вычислить точность top-n (для n от 1 до 10) для каждого ДД. AMIE стабильно генерировала списки, которые хорошо сопоставляются с истинным диагнозом (Рис. 2).

AMIE предоставила правильный диагноз в 177 (59%) списках, и в 89 (29%) списках он был на первом месте. Эти показатели выше, чем достигнутые клиницистами в любом из условий. Точность top-10 AMIE (59,1%) была значительно выше, чем точность top-10 для клиницистов без помощи (33,6%) (P = 0,04) (Табл. 1 и 2).

Рис. 2: Точность Top-n в списках ДД по результатам человеческой и автоматизированной оценок.

58e2e00d7d091f03797c186890917304.png



Процентная точность списков ДД с окончательным диагнозом по результатам человеческой оценки (слева) или автоматизированной оценки (справа). Точки отражают среднее значение; закрашенные области показывают ±1 стандартное отклонение (s.d.) от среднего.

Табл. 1 Точность Top-1 и top-10 списков ДД, созданных с помощью AMIE и поиска

Model only

Human

AMIE

Before assistance

After Search assistance

After AMIE assistance

Metrics

Top-1↑

Top-10↑

Top-1↑

Top-10↑

Top-1↑

Top-10↑

Top-1↑

Top-10↑

Full set (302 cases)

29,2%

59,1%

15,9%

33,6%

24,3%

44,5%

25,2%

51,8%

Set with no overlap (56 cases)

35,4%

55,4%

13,8%

34,6%

29,2%

46,2%

24,6%

52,3%

Difference compared to full set

+6,2%

-3,7%

-2,1%

+1,0%

+4,9%

+1,7%

-0,6%

+0,5%

Set with partial overlap (249 cases)

29,9%

61,4%

14,9%

33,1%

24,3%

44,2%

24,7%

51,4

Difference compared to full set

+0,7%

+2,3%

-1,0%

-0,5%

0%

-0,3%

-0,5%

-0,4%

Табл. 2 Точность Top-1 и top-10 списков ДД, созданных с помощью AMIE и поиска, по специальностям

Model only

Human

AMIE

Before assistance

After Search assistance

After AMIE assistance

Metrics

Top-1

Top-10

Top-1

Top-10

Top-1

Top-10

Top-1

Top-10

Internal medicine (159 cases)

27.7%

61.6%

15.5%

34.6%

24.5%

47.8%

24.5%

52.8%

Neurology (42 cases)

26.8%

56.1%

17.1%

31.7%

22.0%

36.6%

24.4%

51.2%

Paediatrics (33 cases)

30.3%

45.5%

6.1%

22.7%

12.1%

33.3%

15.2%

30.3%

Psychiatry (10 cases)

50.0%

70.0%

20.0%

50.0%

20.0%

60.0%

30.0%

60.0%

Рис. 2 показывает точность на основе человеческой и автоматизированной метрики. Результаты в целом схожи, несмотря на то, что окончательные диагнозы часто бывают сложными и имеют нюансы, автоматизированная метрика точно отражает различие между списком ДД, который включает правильный диагноз, и тем, который его не включает.

Клиницисты в исследовании не были обязаны предоставлять полный список из десяти диагнозов для каждого случая. Клиницисты в условиях I и II должны были предоставить минимум три диагноза. Медианное количество предоставленных диагнозов было шесть.

Производительность при n = 6 имеет особое значение. Не все клиницисты предоставили шесть диагнозов, поэтому ввели переменную top-n, где для каждого случая n устанавливалось равным количеству диагнозов, предоставленных клиницистами-людьми. По переменной top-n производительность AMIE составила 59,4% — это похоже на производительность при n = 9 и n = 10. Следовательно, тот факт, что AMIE выдавала полный список из десяти диагнозов, не давал ей преимущества по сравнению с клиницистами.

AMIE как ассистент для ДД

Из списков ДД, созданных до получения помощи, лишь 37% (без использования инструментов поиска) и 29% (без использования AMIE) достигли оценки качества 5 (Рис. 1). Для сравнения, 49% списков, созданных с помощью AMIE, получили оценку 5.

Количество случаев, получивших оценку 5 (т.е. ДД включал правильный диагноз), было статистически выше для клиницистов, которым помогала AMIE, по сравнению с клиницистами без помощи (критерий Мак-Немара: 48,3, P < 0,01) и клиницистами с помощью инструментов поиска (5,45, P = 0,02).

По полноте, количество случаев, получивших оценку 4 (т.е. «ДД содержит все разумные варианты»), было статистически выше для клиницистов, которым помогала AMIE, по сравнению с клиницистами без помощи (критерий Мак-Немара: 185,8, P < 0,01) и клиницистами с помощью инструментов поиска (185,8, P < 0,01). В качестве проверки согласованности, количество случаев, получивших оценку 4, не было статистически выше для базовых значений при использовании поиска (I) и базовых значений для AMIE (II) (критерий Мак-Немара: 1,47, P = 0,23).

Средняя оценка уместности после помощи с AMIE (4,06) была значительно выше, чем после применения с «поиска» (3,80) (парный t-критерий 3,32, P = 0,001) и в исходном состоянии (baseline) (3,74) (парный t-критерий 4,79, P < 0,001).

Таким образом, при поддержке AMIE оценки качества, уместности и полноты списков ДД были выше, чем для списков до получения помощи (см. Рис. 1).

Точность top-n увеличилась с помощью AMIE по сравнению с работой без помощи (см. Рис. 2).


Диаграмма Сэнки (Sankey diagram) иллюстрирует влияние двух форм помощи (поиск и AMIE) на точность top-10 (Рис. 3).

При использовании AMIE, есть 73 случая, в которых окончательный диагноз не фигурировал до использования инструмента, его включили после помощи от AMIE. Этот результат контрастирует только с 37 случаями при использовании поиска. Сравнивая две исследовательские группы с использованием помощи, оценка качества ДД была выше для клиницистов, которым помогала AMIE (точность top-10 51,7%), по сравнению с клиницистами без ее помощи (36,1%) (критерий Мак-Немара: 45,7, P < 0,01) и клиницистами с поиском (44,4%) (4,75, P = 0,03).

Рис. 3: Диаграмма Сэнки, показывающая эффект помощи.

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a) На левой части диаграммы, в 73 случаях, окончательный правильный диагноз появился в списке ДД только после того, как врачам начала помогать AMIE.
b) При использовании инструментов поиска, окончательный правильный диагноз появился в списке ДД только после помощи в 37 случаях.
В небольшом меньшинстве случаев в обеих группах (AMIE: 11 (a); поиск: 12 (b)) окончательный диагноз присутствовал в списке ДД до помощи, но отсутствовал в списке после помощи.

Продолжительность выполнения задачи с AMIE и поиском

Время, затраченное на создание обновленных списков ДД в условии «поиск» по сравнению с условием «AMIE», было схожим («поиск»: 7,19 ± 5,33 мин, AMIE: 7,29 ± 6,41 мин (среднее ± ст. откл.)). Эти значения не имели статистически значимых различий (парный t-критерий P = 0,807), что удивительно, поскольку все клиницисты имели опыт использования интернет-поиска и других инструментов извлечения информации, но использовали интерфейс AMIE впервые. Предполагалось, что им потребуется больше времени на использование AMIE из-за начальной кривой обучения (learning curve).

Длина списков ДД с AMIE и поиском

Без помощи медианная длина списков ДД составляла 6 (IQR 5–9); среднее значение было 6,41 (s.d. 2,39). С поиском, медианная длина списка ДД составляла 7 (IQR 5–10); среднее значение было 6,92 (s.d. 2,52). С AMIE, медианная длина списка ДД составляла 8 (IQR 6–10); среднее значение было 7,58 (s.d. 2,33). С помощью AMIE, длина списков ДД была больше, чем без помощи (парный t-критерий: 7,13, P < 0,001) и длиннее, чем списки ДД с помощью поиска (парный t-критерий: 3,15, P = 0,002).

Сравнение AMIE с GPT-4

Поскольку не было того же набора людей-оценщиков, которые оценивали дифференциальные диагнозы, созданные GPT-4 и AMIE, не удалось напрямую сравнивать показатели точности top-10. Поэтому, в дизайне исследования оценивается производительность на этом подмножестве: из 70 случаев (описанных в [1]), используется автоматизированная метрика (которая, как показано выше, относительно согласуется с человеческой оценкой). AMIE показывает лучшую производительность по точности top-n для n > 1, причем разрыв наиболее заметен для n > 2 (Рис. 4). Это предполагает потенциально значительные улучшения в качестве и полноте дифференциальных диагнозов, созданных AMIE. Для n = 1 GPT-4 показывает несколько лучшую, но статистически не значимую производительность.

Рис. 4: Точность Top-n в списках ДД от разных LLM.

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Сравнение процентного соотношения списков ДД, включавших окончательный диагноз, для AMIE по сравнению с GPT-4 для 70 случаев. Использовали Med-PaLM 2, GPT-4 и AMIE в качестве оценщиков — все показали схожие тенденции. Точки отражают среднее значение; закрашенные области показывают отклонение ±1 s.d. от среднего по 10 испытаниям (trials).
Полный размер изображения

Обсуждение

В статье использовалась популярная серия сложных диагностических задач для оценки LLM, оптимизированной для клинических рассуждений и диагностики (AMIE); как в самостоятельном качестве, так и в рамках рандомизированных сравнений в качестве вспомогательного инструмента для врачей.

В самостоятельной производительности, AMIE генерировала более уместные и полные списки ДД, чем врачи без помощи, причем ее списки с большей вероятностью включали окончательный диагноз, чем списки от сертифицированного врача-терапевта, независимо от того, какая позиция в списке ДД рассматривалась (т.е. точность top-n при n от 1 до 10).
Клиницисты, использующие AMIE в качестве ассистента, создавали ДД с более высокой точностью top-n, а также с бóльшим качеством, уместностью и полнотой по сравнению с тем, что наблюдается в работе врачей вне исследования.

Клинические случаи из New England Journal of Medicine (NEJM CPC), рассматриваемые здесь, хорошо известны тем, что представляют собой уникальные и сложные клинические головоломки. В этих особых условиях система AMIE превзошла обычных сертифицированных врачей как по точности первого предложенного диагноза (top-1), так и по точности списка возможных диагнозов (top-n).

Хотя CPC традиционно служат эталоном для проверки навыков сложной диагностики, важно понимать, что успешность в решении этих случаев не отражает общую компетентность врача в его повседневной работе (16). Более того, сам процесс формирования дифференциального диагноза (ДД) включает множество других этапов, не охваченных данным исследованием, включая целенаправленный сбор информации в условиях неопределенности. Эта задача остаётся трудной для систем искусственного интеллекта, несмотря на недавние технические прорывы в этой области (17, 18, 19).

Исходя из этого, необходимо быть очень осторожным в работе с результатами. Тем не менее, контролируемая оценка отразила выводы других недавних работ, исследующих производительность LLM и «генераторов ДД» до-LLM эпохи на меньших подмножествах NEJM CPC, которые показали потенциал автоматизированных технологий для достижения правильного ДД с более высоким качеством, чем врачи, которые не пользовались помощью при анализе сложных случаев (1,12,13,20). Хотя это представляет собой шаг вперед по сравнению с историческими попытками автоматизации ДД в NEJM CPC, в которых компьютеризированные подходы считались откровенно ненадежными для практического использования (21), такие исследования также уделяли ограниченное внимание качеству ДД, генерируемых этими автоматизированными системами, или их роли в качестве вспомогательных инструментов.

Эта работа расширяет предыдущие наблюдения и демонстрирует, что:
а) AMIE с большей вероятностью приходит к правильному ответу или предоставляла правильный ответ в списке;
б) ДД, сформированные AMIE, оценены независимыми экспертами как более уместные и полные, чем ответы сертифицированных специалистов с доступом к справочным материалам и поиску.

В этом исследовании клиницисты имели доступ как к изображениям, так и к табличным данным в отредактированных описаниях случаев, тогда как AMIE использовала только основной текст.

Хотя AMIE превзошла клиницистов, несмотря на это ограничение, неизвестно, насколько этот разрыв увеличился бы, если бы AMIE имела доступ к рисункам и таблицам. Интеграция мультимодальных входных данных LLM является областью новых исследований (22,23), с большим потенциальным количеством модальностей данных, которые необходимо учитывать. Однако существует достаточно малое количество прецедентов того, как информация из нескольких модальностей с помощью AI-систем со временем интегрируется воедино.

Повторное изучение NEJM CPC автоматизированными системами подчеркивает их перспективность в качестве «бенчмарка» для оценки и разработки LLM. Бенчмаркинг позволяет сравнивать модели друг с другом и оценивать улучшения или ухудшения производительности модели по прошествии времени. Однако эффективно сравнивать результаты не с моделями, а с человеческими суждениями о ДД достаточно затруднительно, и это мешает масштабированию подхода.

Авторы использовали автоматизированный подход для сравнения AMIE с базовой производительностью LLM (GPT-4). Их оценки отличались от недавно опубликованных оценок в других исследованиях, несмотря на использование того же подмножества случаев (1). Прямые сравнения различных технологий в идеале должны проводиться путем более обширной и слепой оценки, включая: работу по обеспечению воспроизводимости протокола человеческой оценки; анализ согласованности между оценщиками; использование метрик, отражающих точность, качество, уместность и полноту дифференциальных диагнозов LLM.

Оценки точности top-1 и top-10, хотя и впечатляют, составляя почти 30% и 60% соответственно, подчеркивают заметное пространство для улучшения LLM, особенно для сложных случаев, которые не являются патогномоничными (т.е. случаев, не имеющих признака или симптома, определяющего диагноз).

Однако, как отмечено выше, CPC представляют собой «диагностические головоломки», а не реальные примеры обычных клинических рабочих процессов, и поэтому важно рассмотреть более реалистичные условия, в которых LLM могут оказаться практически ценными в медицине.

Одним из таких примеров является потенциал LLM для помощи клиницистам в сложных диагнозах. Инструменты глубокого обучения показали значительные перспективы во многих областях медицины, но в подавляющем большинстве используются как вспомогательные, а не автономные инструменты (24), учитывая критически важный с точки зрения безопасности характер медицинской практики и множество проблем с надежностью (25) и справедливостью (26,27,28), наблюдаемых при внедрении. Наблюдения за самостоятельной диагностической точностью часто не гарантируют, что инструмент ИИ улучшит производительность в реальных условиях в качестве вспомогательного инструмента.

Остается неясным, как оптимально интегрировать принятие решений ИИ и человека в медицине (29). В частности, для LLM известная частота галлюцинаций и конфабуляций (30) может ввести клиницистов в заблуждение и привести к неточным диагнозам, повторяя или даже усугубляя выводы из других клинических условий о том, что системы ИИ могут фактически ухудшать производительность клиницистов, а не обязательно улучшать исходы.

Это подчеркивает важность целенаправленного изучения LLM во вспомогательных сценариях. Авторы исследовали NEJM CPC и обнаружили, что AMIE увеличила количество уместных ДД, созданных клиницистом, при использовании в качестве вспомогательного инструмента, в дополнение к общей точности top-n, что позволяет предположить, что основной вспомогательный потенциал AMIE может заключаться в том, чтобы сделать охват более полным.

Учитывая потенциал вводящей в заблуждение информации, исходящей от систем ИИ, в том числе в убедительном диалоге, клиницисты должны осознавать фундаментальные ограничения этих моделей и не упускать из виду свое главенство в отношениях врач-пациент и свою конечную ответственность за диагностическую и терапевтическую тактику ведения своих пациентов.

Помощь в диагностическом процессе может разумно происходить в отделении неотложной помощи при поступлении (в потенциально критичные по времени моменты), при госпитализации в терапевтическое отделение или оказываться консультативной службой после госпитализации пациента или в амбулаторных клиниках. Результаты предполагают, что будущие исследования должны более строго изучить, как LLM дополняют ДД клиницистов во многих таких конкретных сценариях, где риски и выгоды могут варьироваться.

Несмотря на то, что AMIE является новым инструментом, ее использование, по-видимому, не приводило к неэффективности и не увеличивало время, затрачиваемое на решение каждой CPC, по сравнению с использованием поиска или другой традиционной информации. Это говорит о том, что диалоговый интерфейс был ненавязчивым и интуитивно понятным.

В соответствии с этим, все опрошенные клиницисты описали его как «простой» в использовании и положительно отзывались об использовании и результатах работы с интерфейсом AMIE. Повышение эффективности при сохранении или улучшении качества является общепринятой целью улучшения оказания медицинской помощи, и оптимизации работы тех, кто эту помощь предоставляет (31). Исследование показало значительный потенциал в этом отношении, поскольку клиницисты также сообщали о большей уверенности в своих списках ДД после использования модели.

Врачи отмечали сложности с поиском, когда им было неясно, как составить точный запрос и конкретизировать задачу. По отзывам, система AMIE оказалась более удобной в этом плане. Однако в таких ситуациях важную роль играют человеческие факторы, социальные аспекты и другие комплексные вопросы. Особенно важно принять меры против неравенства в доступе к подобным технологиям, чтобы не усилить уже существующие различия в качестве медицинского обслуживания разных групп населения.

Клиницисты часто выражали энтузиазм по поводу использования AMIE, но также осознавали недостатки языковых моделей и особенно беспокоились о конфабуляциях, если их будут использовать лица, не обученные или не проинструктированные избегать таких вопросов. Однако эта работа не исследовала многие другие важные аспекты взаимодействия человека и ИИ, которые требуют дальнейшего изучения в критически важных с точки зрения безопасности условиях, подобных этому.

Например, не проводились исследования степени доверия клиницистов к результатам модели или их понимания методик ее обучения и ограничений, а также не проводилось целенаправленного «вводного обучения» или тренинга, которые могут улучшать результаты использования ИИ-ассистентов (32).

Помощь искусственного интеллекта в вопросах справедливости и равенства в здравоохранении. Необходимо дальнейшее исследование того, как эти аспекты дифференциальной диагностики врачей изменяются при использовании ассистентов на основе больших языковых моделей (LLM). Известно, что системы искусственного интеллекта способны выражать неуверенность в своих выводах (33) и соответствующим образом перепоручать принятие решений врачам (34), что может значительно улучшить баланс между доверием и здоровым скептицизмом, необходимый для эффективного применения искусственного интеллекта в медицине.

Качественная обратная связь показала, что остается простор для целенаправленного улучшения LLM в качестве вспомогательных диагностических инструментов: один клиницист отметил, что «Она была наиболее полезна для более простых случаев со специфическими ключевыми словами или патогномоничными признаками», но для более сложных случаев она все еще имела тенденцию делать выводы из изолированных симптомов, а не рассматривать случай целостно.

Поддержка со стороны языковых моделей (LLM) может потенциально "повышать квалификацию" медицинских работников, особенно помогая им расширять и улучшать качество дифференциальной диагностики. Как показали интервью с врачами после их работы с AMIE, такое повышение навыков может быть полезно для обучения и подготовки медперсонала на разных уровнях — от ординаторов до опытных лечащих врачей.

Преимущества повышения квалификации могут также распространяться на регионы с менее доступным специализированным медицинским образованием, например, в странах с низким и средним уровнем доходов. Однако стоит учесть, что эти результаты могут не полностью отражать все возможные сценарии использования, поскольку в исследовании участвовали только 20 клиницистов со средним опытом работы 11,5 лет. Выборка может недостаточно представлять разнообразие потенциальных пользователей, которые могли бы использовать языковые модели как инструмент диагностической поддержки.

Качественные выводы из интервью с клиницистами подчеркивают совместный характер процесса диагностического рассуждения и важность клинического суждения при использовании LLM. В то время как AMIE была способна генерировать широкий ДД в изоляции, опыт клиницистов позволял им фильтровать предложения при использовании инструмента, отбрасывая те, которые они считали неточными или нерелевантными, и приводя к более полному и продуманному окончательному списку дифференциальных диагнозов.

Этот активный процесс оценки и фильтрации может объяснить разрыв между самостоятельной производительностью AMIE и производительностью клиницистов при помощи инструмента, при этом выделяются несколько конкретных факторов:

  1. Эффект якоря (anchoring bias): клиницисты имели тенденцию «зацикливаться» на своем первоначальном ДД без помощи. Это согласуется с известным искажением восприятия и привязанностью к предыдущему опыту и может усугубляться двухэтапным устройством исследования.

  2. Внушаемость LLM: несколько клиницистов отметили, что AMIE можно было направить по альтернативным диагностическим путям уточняющими вопросами, и что это могло привести к неточным выводам, которые клиницисты распознавали как сомнительные;

  3. Калибровка доверия: клиницисты подчеркнули важность способности модели сообщать о своей неуверенности, так как это, вероятно, повлияло бы на степень их доверия и учета предложений AMIE.

Ограничения

Формат клинических случаев из NEJM CPC значительно отличается от реальной первичной оценки пациента врачом. Эти описания создаются как специальные "головоломки" с достаточным количеством подсказок, позволяющих специалисту прийти к окончательному диагнозу через логические рассуждения. На начальном этапе встречи с пациентом врачу было бы трудно составить такое краткое, полное и структурированное описание случая.

При первичном приеме пациента такие подробные описания в стиле NEJM просто недоступны. Кроме того, представленные случаи были специально отобраны как сложные и нетипичные, а не как распространенные состояния. Поэтому, это исследование не предполагает, что врачам следует использовать поддержку языковых моделей (LLM) для обычных случаев, с которыми они сталкиваются ежедневно.

Оценка нетривиальна для таких сложных задач, как исследования этих случаев. Хотя рубрика, которую использовали для оценки того, включен ли диагноз в список ДД, ясна, возможны разногласия относительно того, является ли отдельный диагноз достаточно специфичным, чтобы считаться правильным или неправильным. Эта неоднозначность, вероятно, является причиной того, что мы не получили идентичных результатов Kanjee et al. (1).

Другая проблема в том, что неизвестно, насколько AMIE превзошла бы клиницистов, если бы AMIE имела доступ к рисункам и таблицам. Ранние данные свидетельствуют о том, что эффект может зависеть от случая и контекста (13). Новые мультимодальные модели должны оцениваться аналогичным образом. Подходящий формат ввода для изображений ясен, тогда как таблицы могут быть представлены текстуально или графически. Эксперименты по оптимальному формату для табличных данных также были бы ценными.

Исследование выявило некоторые слабые стороны AMIE. В частности, один клиницист подчеркнул, что «Она была наиболее полезна для более простых случаев со специфическими ключевыми словами или патогномоничными признаками» и что для более сложных случаев она все еще имела тенденцию делать выводы из изолированных симптомов, а не рассматривать случай целостно. Учитывая важность оценки сложных случаев, описания случаев NEJM CPC, вероятно, послужат полезным набором данных для дальнейшего бенчмаркинга LLM.

Авторы признают, что анализ времени, потраченного на задачи, может не точно соответствовать тому, как LLM повлияла бы на время выполнения задачи в реальности. На практике клиницисту необходимо будет написать описание случая или заметки, прежде чем он сможет использовать систему такого типа.

Между дифференциальными диагнозами, составленными врачами и моделью, могли существовать систематические различия, которые могли подсказать клиницистам, что списки происходили из разных источников. Однако считается, что это не повлияло на результаты по нескольким причинам:

Во-первых, перед проведением оценки были пересмотрены списки от модели и от клиницистов, чтобы убедиться в отсутствии явных различий в форматировании.

Во-вторых, эксперты-оценщики не были проинформированы о различных возможных источниках дифференциальных диагнозов и о том, что среди них могут быть результаты работы ИИ-моделей. Кроме того, порядок представления списков дифференциальной диагностики был скрыт в процессе оценки.

В-третьих, автоматическая оценка не зависела от источника данных, и результаты человеческой и автоматической оценки согласовывались между собой.

Заключение

Генерация ДД является критически важным шагом в ведении клинического случая, и LLM предоставляют новые возможности использования вспомогательных инструментов для помощи в этой задаче.

Данное рандомизированное исследование показало, что AMIE была полезным инструментом ИИ для генерации ДД врачам общей практики. Участвовавшие клиницисты указали на полезность для обучения и образования, но необходима дополнительная работа для понимания ее пригодности в клинических условиях.

Методы

Описания случаев NEJM CPC

Протоколы случаев Massachusetts General Hospital (MGH) представляют собой опубликованные, слегка отредактированные транскрипции CPC из MGH. В CPC описывается презентация случая пациента, а затем эксперта-врача просят предоставить ДД и окончательный диагноз, вместе с его диагностическими рассуждениями, основываясь только на предоставленной медицинской истории пациента и предварительных результатах тестов.

Опубликованные случаи, обычно организованные как диагностические головоломки, кульминацией которых является окончательный, патологоанатомически подтвержденный диагноз. Такие случаи регулярно публикуются в NEJM. В статье используются описания случаев, лицензированные у NEJM, для оценки способности AMIE генерировать ДД самостоятельно и, отдельно, помогать клиницистам в генерации их собственного дифференциального диагноза. Для последней задачи был разработан пользовательский интерфейс для взаимодействия клиницистов с AMIE.

Рассмотрен набор из 326 текстов случаев из серии NEJM CPC. Описания случаев были опубликованы за 10-летний период с 13 июня 2013 года по 10 августа 2023 года. Из них 23 (7%) были исключены на том основании, что они обсуждали ведение случая и не были в первую очередь сосредоточены на диагностике.

Статьи были распределены по годам между 2013–2023 гг. следующим образом: 2013: n = 22; 2014: n = 34; 2015: n = 36; 2016: n = 35; 2017: n = 36; 2018: n = 16; 2020: n = 23; 2021: n = 36; 2022: n = 39; 2023: n = 26. Дополнительная таблица 2 содержит полный список описаний случаев, включая название, год и номер выпуска каждого отчета. 302 случая включают 70 случаев, использованных Kanjee et al. (1).

Эти описания случаев охватывают ряд медицинских специальностей. Наибольшая доля приходится на внутренние болезни (n = 159), за которыми следуют неврология (n = 42), педиатрия (n = 33) и психиатрия (n = 10). Текст, соответствующий анамнезу настоящего заболевания (history of the present illness, HPI), был вручную извлечен из каждой статьи в качестве входных данных для AMIE. Среднее (медианное) количество слов в этих разделах описаний случаев составляет 1031 слово (среднее: 1044, ст. откл.: 296, диапазон: 378–2428). Среднее (медианное) количество символов составляет 6619 символов (среднее: 6760, ст. откл.: 1983, диапазон: 2426–15196).

Модифицированная версия статьи, включающая предоставленный анамнез настоящего заболевания (HPI), данные визуализационных исследований и лабораторных анализов при поступлении (если они были доступны в конкретном случае), была создана для клиницистов-людей (см. Расширенный рисунок 1). Из этой версии были удалены следующие элементы: окончательный диагноз, обсуждение дифференциальной диагностики экспертом и любые последующие результаты визуализации или биопсии (которые обычно являются типичными элементами заключения в задачах по клиническим случаям).

Учитывая, что AMIE является моделью искусственного интеллекта, работающей только с текстом, изображения при поступлении и таблицы лабораторных анализов не подавались в модель напрямую. Однако текстовые описания конкретных лабораторных показателей или результатов визуализационных исследований иногда включались в текстовое описание случая.

Обучение LLM для ДД

Данное исследование представляет AMIE, модель, использующую архитектуру трансформера (PaLM 2 (7)), дообученную на данных медицинской области; вместе с интерфейсом, позволяющим использовать ее в качестве интерактивного ассистента для клиницистов.

Как и Med-PaLM 2 (10), AMIE основана на PaLM 2, итерации LLM Google со значительными улучшениями производительности по нескольким задачам бенчмарков LLM. Для целей этого анализа использовалась большая (L) модель PaLM 2.

AMIE была дообучена с большой длиной контекста на смеси задач, состоящей из ответов на медицинские вопросы (множественный выбор и развернутые вопросы), генерации медицинских диалогов и суммирования записей электронных медицинских карт. Используемые наборы данных включали обучающие выборки MultiMedQA (MedQA, MedMCQA, HealthSearchQA, LiveQA и MedicationQA) (10), проприетарный набор данных медицинских бесед и созданные экспертами вручную резюме записей ЭМК из MIMIC-III (35). Способность обрабатывать входные данные с длинным контекстом позволяет AMIE справляться с задачами, требующими рассуждений и понимания на больших отрезках текста.

Из MedQA (множественный выбор) использовали открытые вопросы в стиле экзамена USMLE (US Medical Licensing Examination) с четырьмя или пятью возможными ответами (36). Для обучения использовался набор из 11 450 вопросов, а 1 273 вопроса были зарезервированы для тестирования. Отобрали 191 вопрос MedQA из обучающего набора, для которых клинические эксперты разработали пошаговые рассуждения, ведущие к правильному ответу. Из наборов данных HealthSearchQA, LiveQA и MedicationQA использовали созданные экспертами развернутые ответы на 64 вопроса. Медицинские беседы были взяты из набора данных из 218 диалогов между клиницистом и пациентом, которые связаны с соответствующим истинным диагнозом. Набор данных включает респираторные (n = 168), костно-мышечные (n = 40), кардиологические (n = 5), гастроэнтерологические (n = 4) и дерматологические (n = 1) диалоги. Всего представлено 102 уникальных диагноза со средним количеством реплик 98 (25-й перцентиль = 85,0, 75-й перцентиль = 113,0).

Данные описаний случаев NEJM не использовались в процессе дообучения, и ученые проводили эксперименты по контаминации, чтобы оценить, повлиял ли на качество результата текст случая, который мог находиться в претренировочном корпусе.

Промптинг без примеров

Оценивается AMIE на каждом из исследований случаев NEJM со следующим промптом: «Вы — полезный медицинский ассистент. Вам будет предоставлен сложный клинический случай, и вас спросят о нем; внимательно прочтите его, а затем предоставьте разнообразный и исчерпывающий ДД».

Пример ввода

Случай: [текст кейса]
Перечисли 10 наиболее вероятных диагнозов. Отвечай точно, на каждой строке должно быть по одному диагнозу. Постарайся охватить как можно больше уникальных случаев, не меньше десяти. Топ-10 диагнозов:

Пример вывода

  1. Синдром Сезари

  2. Т-клеточный лейкоз/лимфома взрослых

  3. Грибовидный микоз

  4. Атопический дерматит

  5. Псориаз

  6. Лекарственная реакция с эозинофилией и системными симптомами (DRESS)

  7. Реакция «трансплантат против хозяина» (РТПХ/GVHD)

  8. Кожная Т-клеточная лимфома, неуточненная

  9. Гиперэозинофильный синдром

  10. Системная красная волчанка (СКВ/SLE)

Пользовательский интерфейс AMIE

Интерфейс, связанный с AMIE, изображенный на примере ниже, позволяет пользователям взаимодействовать с базовой моделью посредством текстового чата в контексте данного описания случая. В исследовании интерфейс был предварительно заполнен текстовым представлением HPI для данного случая. Клиницистам было предложено инициировать взаимодействие, запросив AMIE с использованием предложенного промпта. После этого начального промпта и ответа AMIE клиницисты могли свободно запрашивать модель, используя любые дополнительные уточняющие вопросы, хотя клиницистов предупреждали избегать вопросов об информации, которая еще не была представлена в случае. Пилотное исследование показало, что без такого предупреждения клиницисты могут задавать вопросы о конкретных лабораторных значениях или визуализации, что приводит к конфабуляциям.

Для данного вопроса интерфейс генерировал ответ, запрашивая AMIE с использованием следующего шаблона промпта:

Прочтите случай ниже и ответьте на вопрос, предоставленный после случая.

Отформатируйте свой ответ, используя синтаксис markdown для создания абзацев и маркированных списков. Используйте <br><br> для начала нового абзаца. Каждый абзац должен содержать 100 слов или меньше. Используйте маркированные списки для перечисления нескольких вариантов. Используйте <br>* для начала нового пункта маркированного списка. Выделяйте важные фразы, такие как заголовки. Используйте `**` непосредственно перед и сразу после фразы, чтобы выделить ее. Между `**` и фразой, которую вы пытаетесь выделить, НЕ должно быть пробелов.

Случай: [текс кейса]

Вопрос (предлагаемый начальный вопрос: «Каковы 10 наиболее вероятных диагнозов и почему (будьте точны)?»): [Вопрос]

Ответ:

Дизайн эксперимента

Для сравнительной оценки способности AMIE генерировать ДД самостоятельно и помогать клиницистам в генерации их ДД, было разработано двухэтапное исследование с участием читателей, иллюстрированное на примере ниже. Исследование было разработано для оценки вспомогательного эффекта AMIE для врачей общей практики (не специализирующихся на узкой области), которые имеют доступ только к представлению случая, а не к полной информации о случае (которая включала бы комментарии эксперта по ДД).

Первый этап исследования имел сбалансированный дизайн с двумя условиями. Клиницисты сначала составляли списки дифференциальных диагнозов без посторонней помощи, а затем второй раз – с помощью, причем тип помощи различался в зависимости от условия эксперимента.

3080aedd31efeb30879e8ea43dfad398.png

Этап 1: Клиницисты генерируют ДД с помощью и без помощи

Двадцать сертифицированных в США врачей-терапевтов (медиана лет опыта: 9, среднее: 11,5, ст. откл.: 7,24, диапазон: 3–32) просматривали отредактированное описание случая, имея доступ к представлению случая и связанным с ним рисункам и таблицам. Они выполняли эту задачу в одном из двух условий, на основе случайного распределения.

  • Условие I: поиск. Сначала клиницистам было поручено предоставить список до десяти диагнозов, минимум три, основываясь исключительно на рассмотрении представления случая без использования каких-либо справочных материалов (например, книг) или инструментов (например, интернет-поиска). После этого клиницистам было поручено использовать интернет-поиск или другие ресурсы по желанию (но без доступа к AMIE) и попросили повторно выполнить ДД.

  • Условие II: AMIE. Как и в условии I, сначала клиницистам было поручено предоставить список до десяти диагнозов, минимум три, основываясь исключительно на рассмотрении представления случая без использования каких-либо справочных материалов (например, книг) или инструментов (например, интернет-поиска). После этого клиницистам был предоставлен доступ к AMIE и попросили повторно выполнить ДД. В дополнение к AMIE, клиницисты могли по желанию использовать интернет-поиск или другие ресурсы.

Для организации процесса, создали десять пар клиницистов, объединяя в каждую пару врачей с примерно одинаковым опытом работы после ординатуры. Весь набор клинических случаев был случайным образом разделен на десять частей, и каждой паре клиницистов была назначена одна из этих частей.

В пределах каждой части, каждый из случаев выполнялся дважды: один раз в условии I одним клиницистом из пары, и один раз в условии II другим клиницистом. Распределение экспериментальных условий (кто из пары будет работать в условии I, а кто в условии II) для каждого случая определялось случайным образом.

Такое объединение клиницистов со схожим постординатурным опытом для работы над одними и теми же случаями помогло уменьшить вариативность между двумя разными экспериментальными условиями.

Этап 2. Специалисты с полной информацией о случае извлекают золотой стандарт ДД и оценивают ДД Этапа 1

Девятнадцать сертифицированных в США клиницистов-специалистов (медиана лет опыта: 14, среднее: 13,7, ст. откл.: 7,82, диапазон: 4–38) были набраны из областей внутренних болезней (n = 10), неврологии (n = 3), педиатрии (n = 2), психиатрии (n = 1), дерматологии (n = 1), акушерства (n = 1) и неотложной медицины (n = 1). Их средний стаж работы составлял 13,7 лет (ст. откл.: 7,82, диапазон: 4–38). Эти специалисты соответствовали специальности соответствующего случая CPC, просматривали полное описание случая, и их просили перечислить от пяти до десяти дифференциальных диагнозов. После этого их просили оценить пять списков ДД, сгенерированных на этапе 1, включая два списка ДД из условия 1 (ДД без помощи и ДД с помощью поиска), два списка ДД из условия 2 (ДД без помощи и ДД с помощью AMIE) и отдельный список ДД AMIE. Каждый случай рассматривал один специалист.

Специалисты отвечали на следующие вопросы для оценки списков ДД:

  • Оценка качества, разработанная Bond et al. (15) и использованная Kanjee et al. (1), является дифференциальной оценкой на основе порядковой пятибалльной шкалы: «Насколько близки были дифференциальные диагнозы (ДД) к включению окончательного диагноза?» Варианты были: 5, ДД включает правильный диагноз; 4, ДД содержит нечто очень близкое, но не точное совпадение с правильным диагнозом; 3, ДД содержит нечто тесно связанное, что могло бы быть полезным при определении правильного диагноза; 2, ДД содержит нечто связанное, но маловероятно полезное при определении правильного диагноза; и 1, ничто в ДД не связано с правильным диагнозом.

  • Оценка уместности: «Насколько уместным был каждый из списков дифференциальных диагнозов от разных медицинских экспертов по сравнению со списком дифференциальных диагнозов, который вы только что составили?» Варианты ответа были по шкале Лайкерта (Likert scale) от 5 (очень уместно) до 1 (очень неуместно).

  • Оценка полноты: «Используя ваш список дифференциальных диагнозов в качестве эталона/золотого стандарта, насколько полны списки дифференциальных диагнозов от каждого из экспертов?» Варианты ответа были: 4, ДД содержит всех разумных кандидатов; 3, ДД содержит большинство кандидатов, но некоторые отсутствуют; 2, ДД содержит некоторых кандидатов, но многие отсутствуют; и 1, в ДД отсутствуют основные кандидаты.

  • Наконец, специалистов просили указать, на какой позиции в списке ДД совпадал правильный диагноз, если он вообще был включен в ДД.

Цели клиницистов

Клиницисты были наняты и вознаграждены компаниями-вендорами по рыночным ставкам в зависимости от специальности, без конкретных задач, таких как точность диагностики или другие факторы.

Автоматизированная оценка

В дополнение к сравнению с истинным диагнозом и экспертной оценкой клиницистов, были созданы и автоматизированы оценки производительности пяти ДД с использованием метрики на основе языковой модели. Такие автоматизированные метрики полезны, поскольку человеческая оценка требует много времени и затрат для многих экспериментов. Сначала извлекли (до десяти) отдельных диагнозов, перечисленных в каждом ДД. Использовали незначительные шаги обработки текста с помощью регулярных выражений для разделения выводов по новым строкам и удаления любой нумерации перед диагнозами. Затем спросили у дообученной для медицины языковой модели, Med-PaLM 2 (10), совпадает ли каждый из этих диагнозов с истинным диагнозом, используя следующий промпт:

Является ли наш предсказанный диагноз правильным (д/н)? Предсказанный диагноз: [диагноз], Истинный диагноз: [метка]

Ответ [д/н].

Диагноз помечался как правильный, если языковая модель выводила «д».

Вычислили каппу Коэна (Cohen’s kappa) как меру согласия между людьми-оценщиками и автоматизированной оценкой относительно бинарного решения о том, совпадает ли данный диагноз — т.е. отдельный элемент из предложенного списка ДД — с правильным окончательным диагнозом. Каппа Коэна для этой задачи сопоставления составила 0,631, что указывает на «существенное согласие» между людьми-оценщиками и методом автоматизированной оценки, согласно Landis & Koch (37).

Качественные интервью

После исследования провели полуструктурированные 30-минутные интервью с 5 врачами общей практики, участвовавшими в этапе 1. Полуструктурированные интервью исследовали следующие вопросы:

(1) Как вы оценили задачу генерации ДД из текста описания случая?
(2) Подумайте о том, как вы использовали интернет-поиск или другие ресурсы. Насколько полезными или бесполезными были эти инструменты?
(3) Подумайте о том, как вы использовали AMIE. Насколько она была полезна или бесполезна?
(4) Были ли случаи, когда вы доверяли результатам поисковых запросов? Расскажите подробнее об этом опыте, если да. Например, о типах случаев, типах результатов поиска.
(5) Были ли случаи, когда вы доверяли результатам запросов к LLM? Расскажите подробнее об этом опыте, если да. Например, о типах случаев, типах результатов поиска.
(6) Подумайте о рассуждениях, предоставленных интерфейсом LLM? Где они были полезны? Где они были бесполезны?
(7) Какие уточняющие вопросы вы сочли наиболее полезными для LLM?
(8) Сколько времени требуется, чтобы привыкнуть к LLM? Насколько она была интуитивно понятна? Насколько она была неинтуитивна?

Провели тематический анализ записей, сделанных исследователями во время интервью, используя индуктивный подход для выявления паттернов в данных. Начальные коды были сгенерированы путем построчного анализа записей, с вниманием как к семантическому содержанию, так и к скрытому значению. Затем коды были сгруппированы на основе концептуального сходства и итеративно уточнялись. Для повышения достоверности анализа, было проведено взаимное рецензирование внутри команды исследователей. Путем обсуждения и консенсуса, были согласованы окончательные темы.

Доступность данных Клинические случаи, использованные в этом исследовании, опубликованы и были лицензированы у журнала New England Journal of Medicine. Мы не можем повторно распространять материалы, защищенные авторским правом, но тексты случаев можно получить из журнала.

Доступность кода AMIE — это исследовательская система искусственного интеллекта на основе LLM для диагностического диалога. Мы не делаем код модели и веса общедоступными из-за соображений безопасности, связанных с неконтролируемым использованием такой системы в медицинских учреждениях. В интересах ответственных инноваций, мы будем работать с исследовательскими партнерами, регуляторами и поставщиками услуг для проверки и изучения безопасных дальнейших применений AMIE. Для воспроизводимости, мы документировали технические методы глубокого обучения, сохраняя при этом статью доступной для клинической и общей научной аудитории. Наша работа основана на PaLM 2, технические детали которого были подробно описаны в техническом отчете (7).

Источник

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    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 01:18 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 01:19 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 09:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 09:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 09:32 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.01.26 05:03 joyo

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 30.01.26 08:23 joseph67t

    It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.02.26 18:52 Christopherbelle

    Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.

  • 03.02.26 08:05 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.02.26 08:05 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.02.26 16:23 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 16:24 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 17:11 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.02.26 12:07 Thomas Muller

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  • 05.02.26 15:46 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 05.02.26 15:52 harryjones5

    How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY  I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706

  • 06.02.26 14:44 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are   Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms   - Wallet hacks and unauthorized transactions   - Forgotten passwords, seed phrases, or corrupted backups   - Inaccessible hardware or software wallets   Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work   1. Confidential Case Review      Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics      Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution      Depending on your case, we:      - Reconstruct access to locked wallets using secure decryption methods      - Engage with exchanges or payment processors to freeze or retrieve funds      - Provide forensic reports to support legal or compliance actions      - Negotiate with third parties when appropriate and safe   4. Secure Return & Prevention Advice      Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR?   No Recovery, No Fee – You only pay upon successful retrieval   Legitimate & Transparent – No upfront payments, no hidden costs   Global Expertise – Proven success across 50+ countries   Ethical Standards – All actions comply with cybersecurity and privacy best practices   While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto.   Act now—before critical evidence disappears.   Email: [email protected]   Visit: Official https://techyforcecyberretrieval.com  Website]   Available 24/7 for urgent cases   Your crypto may be missing—but with TFCR, it’s never truly lost.     ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 04:43 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 07.02.26 17:31 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.02.26 23:52 frankqq

    It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.02.26 23:55 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 12.02.26 23:56 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 13.02.26 00:17 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 00:17 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 02:16 Ralf Boruta

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  • 13.02.26 02:16 Ralf Boruta

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 13.02.26 18:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 18:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.02.26 23:59 Lilyfox

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  • 18.02.26 00:01 Lilyfox

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  • 18.02.26 03:23 walterlindahi9

    This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc

  • 22.02.26 03:48 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.02.26 03:49 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.02.26 18:58 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 22.02.26 19:00 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 23.02.26 23:26 chongfook

    As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability.   CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. ---  Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. ---  Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment   You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis   Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination   Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement   When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return   Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance   Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. ---  What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics.   - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks.   - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds.   - Client-First Communication – Weekly updates. Clear timelines. No ghosting.   - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. ---  Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff.   - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted.   - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com ---  Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL   Advanced Forensics. Global Reach. Your Recovery.

  • 24.02.26 15:31 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 24.02.26 15:32 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 26.02.26 16:29 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.02.26 16:29 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.02.26 00:08 sanayoliver

    I spend my days studying the mysteries of the universe, delving into black holes, quantum mechanics, and the nature of time itself. But apparently, the real black hole I should have been concerned about was my own memory. I encrypted my Bitcoin wallet to keep it as secure as possible. The problem? I promptly forgot the password. Classic, right? It didn't help that this wasn't just pocket change I was dealing with. No, I had $190,000 in Bitcoin sitting in that wallet, and my mind had decided to take a vacation, leaving me with absolutely no idea what that password was. The panic set in fast. My brain, which could solve some of the most complex physics equations, couldn't remember a 12-character password. It felt like my entire financial future was being sucked into a black hole, one I'd created myself. Desperate, I tried everything. I thought I could outsmart the system, using every trick I could think of. I tried variations of passwords I thought I might have used, analyzing them through the lens of my own behavioral patterns. I even resorted to good ol' brute force, typing random combinations for hours, hoping that maybe, just maybe, my subconscious would strike gold. Spoiler alert: it didn't. Each failed attempt made me feel more and more like a genius who'd locked themselves out of their own universe. In a final act of desperation, admitting that theoretical physics couldn't crack my own encryption, I contacted TechY Force Cyber Retrieval. From the moment I reached out, the difference was night and day. While I had been flailing in the dark, they approached my case with a precision that rivaled the calculations I do daily. They didn't promise miracles; they promised a methodical, advanced recovery process. Within a surprisingly short timeframe, they utilized specialized tools to bypass the mental block I couldn't overcome. When they finally recovered the wallet and confirmed the full $190,000 was intact and accessible, the relief was indescribable. It was as if I had pulled my financial future back from the event horizon just before it was lost forever. To anyone thinking they are too smart to lose their keys, or too logical to make such a mistake: don't wait until you are staring into the abyss. If you find yourself in a situation where your own memory has become your greatest enemy, trust the experts at TechY Force Cyber Retrieval. They turned my personal black hole into a success story, proving that sometimes, even the brightest minds need a little help to find the light. REACH OUT TO THEM ON MAIL [email protected]

  • 27.02.26 02:04 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])

  • 27.02.26 02:04 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])

  • 27.02.26 15:57 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 27.02.26 15:59 wendytaylor015

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  • 27.02.26 15:59 wendytaylor015

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  • 27.02.26 16:00 wendytaylor015

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  • 27.02.26 16:01 luciajessy3

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  • 27.02.26 16:01 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 27.02.26 16:01 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 01.03.26 10:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.03.26 10:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 04.03.26 07:21 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 07:22 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.03.26 13:36 CARL9090

    In January, my life shifted in a way I never expected. I clicked a trading link given to me by someone I found on Telegram, believing it was legitimate. It looked professional. It felt secure. I trusted it. Until I tried to withdraw my money. Within seconds, everything was gone, transferred into a wallet claiming account without a trace. That was the moment the truth hit me: I had been scammed. The emotional fallout was brutal. For weeks, I couldn’t even speak about it. I thought people would judge me. I thought they’d say I should have known better. Then someone stepped in who changed everything Agent Jasmine Lopez ,She listened without judgment. She treated my fear as real and valid. She traced patterns, uncovered off-chain indicators, and identified wallet clusters linked to a larger scam network. She showed me that what happened wasn’t random it was organized and intentional. For the first time, I felt hope. Hearing that students, parents, and hardworking people had been targeted the same way made me realize this wasn’t stupidity. It was predation. We weren’t careless we were deliberately targeted and manipulated I’m still healing. The experience changed me. But it also reminded me that even in your darkest moment, there can be someone willing to shine a light. Contact her at [email protected] WHATSAPP +44 7478077894

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:39 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:55 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 09:40 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 17:49 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 07.03.26 20:10 ericbank61

    I never thought I’d be the one writing one of these stories. You hear about crypto scams, hacks, and lost fortunes, and you think, “That’s for other people. The careless ones.” I was careful. Or so I believed. It started with a sophisticated phishing attack. An email that looked identical to a legitimate exchange notification, a link to “verify my wallet security,” and a moment of distracted panic. I clicked. Within hours, my life savings in Bitcoin—a sum I’d been accumulating for five years—vanished from my private wallet. The transaction hash was a cold, unfeeling tombstone on the blockchain. My stomach dropped into a void. I felt physically ill. The police filed a report, but their knowledge ended at the edge of traditional finance. The exchange offered sympathy but no solutions. I was adrift, utterly hopeless. After weeks of despair, scouring forums in the dead of night, I found a thread mentioning Mighty Hacker Recovery. The name sounded almost too bold, like something from a cheesy movie. But the testimonials were detailed, sober, and from people who sounded just like me: desperate, betrayed, and out of options. With nothing left to lose, I reached out. Their intake process was professional but guarded. They asked for transaction IDs, wallet addresses, and a detailed timeline—no promises, just facts. A consultant named Leo became my point of contact. He had a calm, analytical voice that cut through my panic. “We don’t hack *into* systems,” he explained. “We follow the digital trail. We analyze the attack vector, trace the flow of funds through the blockchain’s transparency, and identify the weak points in the scammer’s own security. Sometimes, it’s about speed and outmaneuvering them before they can launder the assets.” What followed was a tense, silent partnership. I provided every shred of information I had, while Leo’s team worked in the shadows. There were days of silence that felt like years. Then, an update: they’d traced my BTC to a mixing service, a tool scammers use to obfuscate the trail. Mighty Hacker Recovery used advanced blockchain forensic techniques to peel back those layers. They discovered the scammer had made a critical error—a small portion of the funds was sent to a KYC-compliant exchange wallet. That was the chink in the armor. Using the immutable evidence from the blockchain and legal pressure channels they’d established with certain international platforms, they initiated a recovery claim. The process was complex, involving digital affidavits and proof of illicit origin. Three weeks after my first desperate email, Leo called. “We’ve secured a freeze on the destination wallet. The exchange is cooperating. We’re initiating the reversal.” I didn’t dare believe it until I saw it. Two days later, my wallet balance updated. My Bitcoin, minus Mighty Hacker Recovery’s contingency fee, was back. The relief wasn’t euphoric; it was a deep, trembling exhaustion, like waking up from a nightmare. They didn’t perform magic. They applied intense expertise, relentless persistence, and an intricate understanding of both the blockchain’s weaknesses and a scammer’s psychology. They gave me back more than my crypto; they gave me back a sense of agency in a landscape designed to make victims feel powerless. If you’re reading this from your own private hell of loss, know this: the trail never truly disappears. You just need the right team to follow it. For me, that was Mighty Hacker Recovery.

  • 07.03.26 22:44 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.03.26 22:44 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.03.26 19:43 Michael Jensen

    With the help and expertise of CapitalNode Analytics, i was able to get back my digital tokens from a fake investment platform. They are swift, precise and transparent in their operations.

  • 12.03.26 15:04 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 12.03.26 15:05 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.03.26 12:01 [email protected]

    I would like to highly recommend TOP RECOVERY EXPERT, the best in cryptocurrency recovery. I want the world to know how exceptional their services are. For years, I faced a very difficult time after being scammed out of $453,000 in Ethereum. It was devastating to realize that someone could steal from me without remorse after I trusted them. Determined to recover my funds legally, I began searching for reliable help and came across TOP RECOVERY EXPERT, the most professional recovery service I have ever found. With their expertise and support, I was able to recover my entire Ethereum wallet. I now understand that while many investment opportunities can seem too good to be true, professional guidance can make all the difference. Thanks to TOP RECOVERY EXPERT, I have regained not only my assets ETH but also my peace of mind and happiness. Their dedication and professionalism have truly changed my life. I am now the happiest person I have ever been, all because of their help. If you have been a victim of a crypto scam, I strongly advise you to reach out to TOP RECOVERY EXPERT. Contact Information: Text/Call: +1 (346) 980-9102 Email: [email protected] For more information visit his website: https://toprecoveryexpert2.wixsite.com/consultant

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts {A} Consultant {.} Com , Stay alert and protect yourself.

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts @ Consultant . Com , Stay alert and protect yourself.

  • 18.03.26 15:27 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.03.26 15:27 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08:03 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 08:04 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 08:15 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

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