Прогнозирование диабета 1 типа у детей с использованием электронных медицинских карт в первичной медико-санитарной помощи в Великобритании: разработка и проверка алгоритма машинного обучения @Big data world

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Create: 2024-05-26 Update: 2025-07-09 08:05:33

Прогнозирование диабета 1 типа у детей с использованием электронных медицинских карт в первичной медико-санитарной помощи в Великобритании: разработка и проверка алгоритма машинного обучения
Детей, поступающих в первичную медицинскую помощь с подозрением на диабет 1 типа, следует немедленно направлять в вторичную помощь, чтобы избежать опасного для жизни диабетического кетоацидоза . Однако раннее выявление детей с диабетом 1 типа является сложной задачей. У детей могут отсутствовать классические симптомы, или симптомы могут быть связаны с более распространенными заболеваниями. У четверти детей наблюдается диабетический кетоацидоз, причем эта пропорция не меняется в течение 25 лет. Нашей целью было выяснить, может ли алгоритм машинного обучения привести к более раннему выявлению диабета 1 типа в учреждениях первичной медико-санитарной помощи…

https://www.thelancet.com/journals/landig/article/PIIS2589-7500(24)00050-5/fulltext

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The Lancet Digital Health

Predicting type 1 diabetes in children using electronic health records in primary care in the UK: development and validation of…

If implemented into primary care settings, this predictive algorithm could substantially
reduce the proportion of patients with new-onset type 1 diabetes presenting in diabetic
ketoacidosis. Acceptability of alert thresholds should be explored in primary…

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