2024
The evolution of selection bias in the recent epidemiologic literature—a selective overview
Lu H, Howe C, Zivich P, Gonsalves G, Westreich D. The evolution of selection bias in the recent epidemiologic literature—a selective overview. American Journal Of Epidemiology 2024, 194: 580-584. PMID: 39136207, PMCID: PMC11879605, DOI: 10.1093/aje/kwae282.Peer-Reviewed Original ResearchTargeted learning with an undersmoothed LASSO propensity score model for large-scale covariate adjustment in health-care database studies
Wyss R, van der Laan M, Gruber S, Shi X, Lee H, Dutcher S, Nelson J, Toh S, Russo M, Wang S, Desai R, Lin K. Targeted learning with an undersmoothed LASSO propensity score model for large-scale covariate adjustment in health-care database studies. American Journal Of Epidemiology 2024, 193: 1632-1640. PMID: 38517025, PMCID: PMC11538566, DOI: 10.1093/aje/kwae023.Peer-Reviewed Original ResearchConfounding controlLarge-scale propensity scoreDatabase studyPropensity scoreHealthcare database studiesCovariate distributionsPS modelCovariate adjustmentReduce biasData-adaptivePropensity score modelNon-overlappingEstimate treatment effectsCovariate overlapCross-fittingHealthcareTarget learningConfoundingRobust frameworkUndersmoothingCollaborative learningTreatment effectsLearningLASSOLASSO regression
2004
Design and Analytic Considerations for Single-Armed Studies with Misclassification of a Repeated Binary Outcome
Lyles R, Lin H, Williamson J. Design and Analytic Considerations for Single-Armed Studies with Misclassification of a Repeated Binary Outcome. Journal Of Biopharmaceutical Statistics 2004, 14: 229-247. PMID: 15027511, DOI: 10.1081/bip-120028517.Peer-Reviewed Original ResearchConceptsBinary outcomesFollow-up outcome measuresOutcome measuresTreatment effect estimatesStandardized outcome measuresLikelihood-based analysisEstimate treatment effectsGold standard outcome measurePositive screening testIntervention effectsOptimal allocationInternal validation dataStudy designEffect estimatesSingle-arm studyScreening testInterventionEfficiency considerationsTreatment effectsOutcomesMisclassificationStudy observations
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