The myth of generalisability in clinical research and machine learning in health care 论文

2020The Lancet Digital Health引用 406顶会
Machine Learning in HealthcareSepsis Diagnosis and TreatmentClinical Reasoning and Diagnostic Skills

详细信息

发表期刊/会议
The Lancet Digital Health
发表日期
2020-08-24
发表年份
2020

关键词

Machine Learning in HealthcareSepsis Diagnosis and TreatmentClinical Reasoning and Diagnostic Skills

摘要

An emphasis on overly broad notions of generalisability as it pertains to applications of machine learning in health care can overlook situations in which machine learning might provide clinical utility. We believe that this narrow focus on generalisability should be replaced with wider considerations for the ultimate goal of building machine learning systems that are useful at the bedside.