Machine Learning Techniques to Explore Clinical Presentations of COVID-19 Severity and to Test the Association With Unhealthy Opioid Use: Retrospective Cross-sectional Cohort Study.

Thompson, Hale M; Sharma, Brihat; Smith, Dale L; Bhalla, Sameer; Erondu, Ihuoma; Hazra, Aniruddha; Ilyas, Yousaf; Pachwicewicz, Paul; Sheth, Neeral K; Chhabra, Neeraj; Karnik, Niranjan S; Afshar, Majid

Thompson, Hale M; Sharma, Brihat; Smith, Dale L; Bhalla, Sameer; Erondu, Ihuoma; Hazra, Aniruddha; Ilyas, Yousaf; Pachwicewicz, Paul; Sheth, Neeral K; Chhabra, Neeraj; Karnik, Niranjan S; Afshar, Majid.

Afiliação

Thompson HM; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Sharma B; Center for Education, Research, and Advocacy, Department of Social and Behavioral Research, Howard Brown Health, Chicago, IL, United States.
Smith DL; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Bhalla S; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Erondu I; Department of Internal Medicine, Rush University Medical Center, Chicago, IL, United States.
Hazra A; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Ilyas Y; Section of Infectious Diseases and Global Health, Department of Medicine, University of Chicago, Chicago, IL, United States.
Pachwicewicz P; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Sheth NK; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Chhabra N; Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.
Karnik NS; Department of Emergency Medicine, Rush University Medical College, Rush University Medical Center, Chicago, IL, United States.
Afshar M; Section of Community Behavioral Health, Department of Psychiatry and Behavioral Sciences, Rush University Medical Center, Chicago, IL, United States.

JMIR Public Health Surveill ; 8(12): e38158, 2022 12 08.

Article em En | MEDLINE | ID: mdl-36265163

Assuntos

COVID-19; Humanos; Adolescente; Adulto; Estudos Retrospectivos; COVID-19/epidemiologia; Analgésicos Opioides; Pandemias; Estudos Transversais; Mortalidade Hospitalar; Aprendizado de Máquina

Palavras-chave

COVID-19; COVID-19 outcome; disease severity; electronic health record; health outcome; machine learning; opioid use; overdose; pandemic; patient data; public health; risk factor; severity of illness; substance misuse; topic modeling; unhealthy opioid use

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Texto completo: 1 Base de dados: MEDLINE Assunto principal: COVID-19 Tipo de estudo: Etiology_studies / Observational_studies / Prevalence_studies / Prognostic_studies / Risk_factors_studies Limite: Adolescent / Adult / Humans Idioma: En Ano de publicação: 2022 Tipo de documento: Article

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