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University of Edinburgh(爱丁堡大学)

2026-08-18 至 2026-08-18 共收录 1
2608.16273 2026-08-18 cs.LG cs.AI 新提交

Foresight-England: Development of a National-Scale Generative AI Model of Electronic Health Records for Medical Event Prediction across the COVID-19 Pandemic

Foresight-England:面向COVID-19大流行期间医疗事件预测的全国规模电子健康记录生成式AI模型的开发

Simon Ellershaw, Christopher Tomlinson, Zeljko Kraljevic, Spiros Denaxas, Harry Hemingway, Cathie Sudlow, Angela M. Wood, Anoop D. Shah, Richard Dobson

机构 * University College London(伦敦大学学院) King’s College London(伦敦国王学院) University College London Hospitals National Institute for Health Research Biomedical Research Centre(伦敦大学学院医院国家卫生研究院生物医学研究中心) Interdisciplinary Transformation University(跨学科转型大学) British Heart Foundation Data Science Centre(英国心脏基金会数据科学中心) Health Data Research UK(英国健康数据研究中心) The University of Edinburgh(爱丁堡大学) University of Cambridge(剑桥大学) Victor Phillip Dahdaleh Heart and Lung Research Institute, University of Cambridge(剑桥大学维克多·菲利普·达德赫心肺研究所) British Heart Foundation Centre of Research Excellence, University of Cambridge(剑桥大学英国心脏基金会卓越研究中心)

AI总结 本研究开发了首个全国规模的电子健康记录生成式基础模型Foresight-E,在6100万患者数据上训练,可零样本预测医疗事件,为大流行期间的医疗事件预测提供了方法模板。

Comments Methodology and evaluation framework for Foresight-England. As detailed in the Project Status section, NHS England has paused access to data for the Foresight-E project, meaning quantitative results are not currently available. On behalf of the CVD-COVID-UK/COVID-IMPACT Consortium

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