Combining Super Learner with high-dimensional propensity score to improve confounding adjustment: A real-world application in chronic lymphocytic leukemia.

Dhopeshwarkar, Neil; Yang, Wei; Hennessy, Sean; Rhodes, Joanna M; Cuker, Adam; Leonard, Charles E

Dhopeshwarkar, Neil; Yang, Wei; Hennessy, Sean; Rhodes, Joanna M; Cuker, Adam; Leonard, Charles E.

Afiliação

Dhopeshwarkar N; Center for Real-World Effectiveness and Safety of Therapeutics and the Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Yang W; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Hennessy S; Center for Real-World Effectiveness and Safety of Therapeutics and the Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Rhodes JM; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Cuker A; Center for Real-World Effectiveness and Safety of Therapeutics and the Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Leonard CE; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.

Pharmacoepidemiol Drug Saf ; 33(1): e5678, 2024 Jan.

Article em En | MEDLINE | ID: mdl-37609668

Assuntos

Leucemia Linfocítica Crônica de Células B; Humanos; Pontuação de Propensão; Estudos de Coortes; Leucemia Linfocítica Crônica de Células B/tratamento farmacológico; Modelos de Riscos Proporcionais; Simulação por Computador

Palavras-chave

Super Learner; bleeding; chronic lymphocytic leukemia; confounding; high-dimensional propensity score; observational study; pharmacoepidemiology

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Leucemia Linfocítica Crônica de Células B Tipo de estudo: Observational_studies / Prognostic_studies Limite: Humans Idioma: En Revista: Pharmacoepidemiol Drug Saf Assunto da revista: EPIDEMIOLOGIA / TERAPIA POR MEDICAMENTOS Ano de publicação: 2024 Tipo de documento: Article País de afiliação: Estados Unidos

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