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Грязные данные для вечного сияния чистого ИИ

Эпиграф: Это хуже чем преступление. Это ошибка

Искусственный интеллект становится неотъемлемой частью современной жизни. Масштаб и скорость экспансии в различные сферы нашей жизни столь высокие (некоторые даже просят приостановить, что можно смело предположить будущее, где ИИ будет везде.

При этом согласно дорожной карте по развитию общего искусственного интеллекта от OpenAI, состоящей из 5 уровней, мы сейчас находимся на 1 уровне, когда ИИ только советует, а решение и ответственность остаётся за человеком. На следующем уровне он сможет рассуждать на уровне и вместо человека, а на третьем сможет действовать.

Скачок развития больших языковых моделей и нейросетей (технологий в основе ИИ) привёл к тому, что ИИ уже сейчас может говорить, рисовать картины, водить машину и даже пылесосить и мыть полы. Даже дети уже оживляют фотографии с помощью нейросетей.

Справедливо будет сказать, что все мы, согласно опросу ВЦИОМ, возлагаем на него большие надежды:

1. уменьшим затраты времени на рутину

2. повысим производительность труда

3. улучшим качество жизни

4. вырастет уровень безопасности

5. победит мировая революция

Одна из важных отраслей для применения ИИ - Здравоохранение.

В России принята Национальная стратегия в области искусственного интеллекта до 2030 года, в соответствии с которой, должны быть: "сняты отдельные административно-правовые барьеры, препятствовавшие внедрению технологий искусственного интеллекта в отдельных областях, включая здравоохранение, транспорт, государственно-частное партнёрство и другие области;"

Также уже есть ГОСТ Р 59525—2021 Интеллектуальные методы обработки, где более полно приведены типичные случаи использования искусственного интеллекта в различных специальностях медицины.

Цитата из документа: "В связи со сложностью решаемых в здравоохранении задач применение методов интеллектуальной обработки данных является одним из основных направлений повышения качества, уровня и доступности оказания медицинских услуг."

Из всего вышесказанного можно предположить, что какие-то задачи в лечении пациентов в скором времени переложат на ИИ и разрешить ему нас лечить.

Без клятвы Гиппократа. Может ли робот заменить врача, и кто ответит за его ошибки?
Без клятвы Гиппократа. Может ли робот заменить врача, и кто ответит за его ошибки?

Не если, а когда это произойдёт, то хотелось бы избежать, чтобы ошибки и проблемы в ИИ повлияли на качество нашего лечения, как, например, уже известные галлюцинации (можно представить, как ИИ галлюцинировал, что у вас 6 пальцев и нужна операция по удалению лишнего пальца).

Тогда немного разберёмся какие составляющие нужны для нормального функционирования ИИ:
1. технологии и алгоритмы
2. компьютерные мощности (ЦОДы)
3. данные

Все эти составляющие у нас есть и активно развиваются, но разберёмся подробнее с данными. Сейчас данные создаются повсюду, но какие данные нужны для качественной работы ИИ?

Так вот и спросим ИИ в лице YandexGPT: "Какие данные нужны для Искусственного интеллекта в медицине?" и получим следующий набор понятных требований (можете сами спросить, но в целом это очевидные требования со слабой зависимостью от области применения), который привожу здесь в кратком виде:
1. Объём данных;
2. Разнообразие данных
3. Качество данных
4. Метки и аннотации
5. Структура данных
6. Доступность данных
7. Актуальность данных
8. Отсутствие предвзятости
9. Конфиденциальность и безопасность

Отметим, что здравоохранение - хороший кандидат на помощь искусственного интеллекта:

Понятно, почему важна актуальность данных, но возникает неудобный вопрос: качественны ли медицинские данные (замечу что это наши с вами данные): анамнезы, данные обследований, приёмов, назначений, процедур, хирургических вмешательств и так далее.

А теперь мысленно перенесёмся в "кузницу медицинских данных", где все мы бывали, в медицинский кабинет. Здесь довольно часто мы сможем услышать следующие слова: "напишем так для страховой", а под этим понимается, что для выполнения правил страховой компании и одновременного получения возможности помочь пациенту (то есть нам с вами) мы пишем то чего у нас нет или, наоборот, не пишем что есть.

Что это значит с точки зрения будущего применения ИИ в медицине? А то что создаваемые, собираемые и в дальнейшем используемые для (до)обучения данные не являются качественными. На основе этих некачественных данных ИИ будет предлагать некачественные рекомендации по лечению, таким образом, при хорошем варианте потраченные усилия будут бесполезны, а при плохом некорректные рекомендации будут приняты и принесут реальный вред здоровью или даже жизни пациента.

Эту проблему можно попробовать решить с точки зрения организации работы в здравоохранении и страховании: перейти частично на профилактическое лечение, чтобы не было необходимости преувеличивать критичность своего состояния. В это статье я пока не об этом, а о том, что совокупность факторов приводит нас к достаточно масштабной будущей проблеме в применении ИИ.

Теперь давайте соберём все факторы вместе:
1. ИИ будет применяться в Здравоохранении
2. Довольно скоро он может начать не только советовать врачу, но и действовать или советовать напрямую пациенту
3. Данные пациента на основе которых он будет давать свои рекомендации некачественны и постоянно создаются новые некачественные данные

Если у вас возникло ощущение, что я сгущаю краски, то хочу вам напомнить про одну из рассматриваемых проблем: "Сервис прогнозирования индивидуального течения онкологических заболеваний" где ошибка буквально может стоить пациенту жизни.

Конечно, это пока только потенциальная проблема и некоторые учёные уже говорят о необходимости доверять ИИ для использования и действуют в этом направлении, а наши с вами соотечественники справедливо не до конца доверяют ИИ, согласно того же опроса ВЦИОМ.

В качестве заключения хочу сказать что если мы не хотим в ближайшем будущем вместо помощи получить дополнительные проблемы от ИИ, то надо уже сейчас обратить на эту проблему внимание, оценить её и подумать о возможных вариантах решения.

Я уже начал думать, присоединяйтесь!

Источник

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    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 14.10.25 08:46 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

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 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

  • 15.10.25 21:52 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

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