An explainable predictive model for suicide attempt risk using an ensemble learning and Shapley Additive Explanations (SHAP) approach.

Nordin, Noratikah; Zainol, Zurinahni; Mohd Noor, Mohd Halim; Chan, Lai Fong

Nordin, Noratikah; Zainol, Zurinahni; Mohd Noor, Mohd Halim; Chan, Lai Fong.

Afiliação

Nordin N; School of Computer Sciences, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia. Electronic address: noratikahnordin@student.usm.my.
Zainol Z; School of Computer Sciences, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia. Electronic address: zuri@usm.my.
Mohd Noor MH; School of Computer Sciences, Universiti Sains Malaysia, 11800 USM, Pulau Pinang, Malaysia. Electronic address: halimnoor@usm.my.
Chan LF; Department of Psychiatry, Faculty of Medicine, National University of Malaysia (UKM), 56000 Cheras, Wilayah Persekutuan Kuala Lumpur, Malaysia. Electronic address: laifchan@ppukm.ukm.edu.my.

Asian J Psychiatr ; 79: 103316, 2023 Jan.

Article em En | MEDLINE | ID: mdl-36395702

Assuntos

Ideação Suicida; Tentativa de Suicídio; Humanos; Fatores de Risco; Etnicidade; Aprendizado de Máquina

Palavras-chave

Ensemble learning; Explainable AI; Predictive model; SHAP; Suicide attempt risk

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Tentativa de Suicídio / Ideação Suicida Tipo de estudo: Etiology_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Asian J Psychiatr Ano de publicação: 2023 Tipo de documento: Article

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