Predicting obesity and smoking using medication data: A machine-learning approach.

Ali, Sitwat; Na, Renhua; Waterhouse, Mary; Jordan, Susan J; Olsen, Catherine M; Whiteman, David C; Neale, Rachel E

Ali, Sitwat; Na, Renhua; Waterhouse, Mary; Jordan, Susan J; Olsen, Catherine M; Whiteman, David C; Neale, Rachel E.

Afiliação

Ali S; Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
Na R; School of Population Health, University of Queensland, Brisbane, Queensland, Australia.
Waterhouse M; Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
Jordan SJ; Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
Olsen CM; Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.
Whiteman DC; School of Population Health, University of Queensland, Brisbane, Queensland, Australia.
Neale RE; Population Health Department, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia.

Pharmacoepidemiol Drug Saf ; 31(1): 91-99, 2022 01.

Article em En | MEDLINE | ID: mdl-34611961

Assuntos

Aprendizado de Máquina; Obesidade; Criança; Estudos de Coortes; Feminino; Humanos; Masculino; Obesidade/epidemiologia; Curva ROC; Fumar/epidemiologia

Palavras-chave

gradient boosting machine; obesity; prediction model; smoking

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado de Máquina / Obesidade Tipo de estudo: Etiology_studies / Incidence_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Child / Female / Humans / Male Idioma: En Revista: Pharmacoepidemiol Drug Saf Assunto da revista: EPIDEMIOLOGIA / TERAPIA POR MEDICAMENTOS Ano de publicação: 2022 Tipo de documento: Article País de afiliação: Austrália

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