An integrated LSTM-HeteroRGNN model for interpretable opioid overdose risk prediction.

Dong, Xinyu; Wong, Rachel; Lyu, Weimin; Abell-Hart, Kayley; Deng, Jianyuan; Liu, Yinan; Hajagos, Janos G; Rosenthal, Richard N; Chen, Chao; Wang, Fusheng

Dong, Xinyu; Wong, Rachel; Lyu, Weimin; Abell-Hart, Kayley; Deng, Jianyuan; Liu, Yinan; Hajagos, Janos G; Rosenthal, Richard N; Chen, Chao; Wang, Fusheng.

Afiliación

Dong X; Department of Computer Science, Stony Brook University, Stony Brook, NY, United States of America.
Wong R; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America.
Lyu W; Department of Computer Science, Stony Brook University, Stony Brook, NY, United States of America.
Abell-Hart K; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America.
Deng J; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America.
Liu Y; Department of Computer Science, Stony Brook University, Stony Brook, NY, United States of America.
Hajagos JG; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America.
Rosenthal RN; Department of Psychiatry, Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, United States of America.
Chen C; Department of Computer Science, Stony Brook University, Stony Brook, NY, United States of America; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America. Electronic address: chao.chen.1@stonybrook.edu.
Wang F; Department of Computer Science, Stony Brook University, Stony Brook, NY, United States of America; Department of Biomedical Informatics, Stony Brook University, Stony Brook, NY, United States of America. Electronic address: fusheng.wang@stonybrook.edu.

Artif Intell Med ; 135: 102439, 2023 01.

Article en En | MEDLINE | ID: mdl-36628797

Asunto(s)

COVID-19; Sobredosis de Opiáceos; Humanos; COVID-19/epidemiología; Registros Electrónicos de Salud; Aprendizaje Automático; Redes Neurales de la Computación; Pandemias; Sistemas de Apoyo a Decisiones Clínicas

Palabras clave

Clinical decision support; Deep learning; Electronic health records; Graph neural network; Long short-term memory; Opioid overdose; Opioid poisoning

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Contexto en salud: 1_ASSA2030 / 2_ODS3 / 4_TD / 6_ODS3_enfermedades_notrasmisibles / 8_ODS3_consumo_sustancias_psicoactivas Problema de salud: 1_sistemas_informacao_saude / 2_sustancias_psicoativas / 4_covid_19 / 4_pneumonia / 6_other_respiratory_diseases / 8_opioid_abuse Asunto principal: Sobredosis de Opiáceos / COVID-19 Tipo de estudio: Etiology_studies / Prognostic_studies / Qualitative_research / Risk_factors_studies Límite: Humans Idioma: En Revista: Artif Intell Med Asunto de la revista: INFORMATICA MEDICA Año: 2023 Tipo del documento: Article País de afiliación: Estados Unidos

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