Group-Personalized Regression Models for Predicting Mental Health Scores From Objective Mobile Phone Data Streams: Observational Study.

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作者： Niclas,Palmius ^[1] ; Kate E A,Saunders ^[2] ; Oliver,Carr ^[3] ; John R,Geddes ^[1] ; Guy M,Goodwin ^[2] ; Maarten,De Vos ^[2]

作者单位： Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom. ^[1] Department of Psychiatry, University of Oxford, Oxford, United Kingdom. ^[2] Oxford Health National Health Service Foundation Trust, University of Oxford, Oxford, United Kingdom. ^[3] Sleep and Circadian Neuroscience Institute, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom. ^[4]

关键词 behavioral features depression geolocation group-personalized model interindividual variability mental health mental illness objective behavioral markers

主题词成年人(Adult);数据收集(Data Collection);女(雌)性(Female);人类(Humans);男(雄)性(Male);精神卫生(Mental Health);研究设计(Research Design)

DOI 10.2196/10194

PMID 30348626

发布时间 2024-02-13

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