Grounding Clinical AI Competency in Human Cognition Through the Clinical World Model and Skill-Mix Framework
通过临床世界模型和技能混合框架在人类认知中奠定临床AI能力
机构 * Department of Cardiology, Inselspital, Bern University Hospital, University of Bern(伯尔尼大学医院心脏病学系,伯尔尼大学) ; Department of Digital Medicine, Bern University Hospital, University of Bern(伯尔尼大学医院数字医学系,伯尔尼大学) ; Division of Data-Driven and Digital Medicine (D3M), Icahn School of Medicine at Mount Sinai(西奈山伊坎医学院数据驱动与数字医学部) ; Clinical Research Development Center, Amir Oncology Teaching Hospital, Shiraz University of Medical Sciences(设拉子医科大学阿米尔肿瘤教学医院临床研究发展中心) ; Graduate School for Cellular and Biomedical Sciences, University of Bern(伯尔尼大学细胞与生物医学研究生院) ; Faculty of Business and Information Technology, Ontario Tech University(安大略理工大学商业与信息技术学院) ; Department of Radiation Oncology, Inselspital, Bern University Hospital and University of Bern(伯尔尼大学医院放射肿瘤学系,伯尔尼大学) ; ARTORG Center for Biomedical Engineering Research, University of Bern(伯尔尼大学ARTORG生物医学工程研究中心) ; The Charles Bronfman Institute of Personalised Medicine, Icahn School of Medicine at Mount Sinai(西奈山伊坎医学院查尔斯·布朗夫曼个性化医学研究所) ; University Institute of Diagnostic and Interventional Neuroradiology, Inselspital, Bern University Hospital, University of Bern(伯尔尼大学医院诊断与介入神经放射学大学研究所,伯尔尼大学) ; Translational Imaging Center (TIC), Swiss Institute for Translational and Entrepreneurial Medicine(瑞士转化与创业医学研究所转化影像中心) ; Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai(西奈山伊坎医学院亨利·D·雅诺维茨消化内科)
专题命中 临床大模型 :clinical AI(title,abstract)
AI总结 本文提出临床世界模型和技能混合框架,通过八维定义临床能力空间,为AI在医疗场景中的能力评估和验证提供结构化方法。
Comments Code, data (Clinical AI Skill-Mix dimension specifications), and an exploratory dashboard are available at https://github.com/Sdamirsa/Clinical-World-Model