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A conditional multi-label model to improve prediction of a rare outcome: An illustration predicting autism diagnosis.

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第一作者： Wei A,Huang

第一单位： Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, USA; AI Health, Duke University School of Medicine, Durham, North Carolina, USA.

作者： Wei A,Huang ^[1] ; Matthew,Engelhard ^[1] ; Marika,Coffman ^[2] ; Elliot D,Hill ^[1] ; Qin,Weng ^[3] ; Abby,Scheer ^[3] ; Gary,Maslow ^[4] ; Ricardo,Henao ^[1] ; Geraldine,Dawson ^[4] ; Benjamin A,Goldstein ^[5]

作者单位： Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, USA; AI Health, Duke University School of Medicine, Durham, North Carolina, USA. ^[1] Department of Psychiatry, Duke University School of Medicine, Durham, NC, USA. ^[2] Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, USA. ^[3] Department of Psychiatry, Duke University School of Medicine, Durham, NC, USA; Department of Pediatrics, Duke University School of Medicine, Durham, NC, USA. ^[4] Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, NC, USA; AI Health, Duke University School of Medicine, Durham, North Carolina, USA; Department of Pediatrics, Duke University School of Medicine, Durham, NC, USA. Electronic address: ben.goldstein@duke.edu. ^[5]

关键词 Autism spectrum disorder Clinical data Conditional modeling Multi-label classification Neural network Neurodevelopmental conditions