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Analisis Kelangsungan Hidup Laras Risiko×Penimbang Kebarangkalian Songsang (IPW / IPTW)×
BidangEpidemiologiInferens Kausal
KeluargaProcess / pipelineRegression model
Tahun asal1972 (Cox regression); broader covariate-adjusted survival methods developed 1970s–1990s2000
PengasasD. R. Cox (regression framework); extensions via Kaplan & Meier, Breslow, and othersRobins, Hernán & Brumback
JenisObservational and experimental analytical methodCausal inference weighting estimator
Sumber perintisCox, D. R. (1972). Regression models and life-tables. Journal of the Royal Statistical Society, Series B, 34(2), 187–220. link ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Aliascovariate-adjusted survival analysis, adjusted time-to-event analysis, risk-stratified survival analysis, adjusted Kaplan-Meier / Cox analysisIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Berkaitan55
RingkasanRisk-adjusted survival analysis estimates the time to an event of interest — such as death, relapse, or hospital readmission — while simultaneously accounting for baseline differences in patient characteristics (covariates). By incorporating confounders such as age, comorbidities, or disease severity, it produces hazard ratios, survival curves, and median survival estimates that are attributable to the factor of interest rather than to pre-existing risk differences between groups.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGateBandingkan kaedah: Risk-adjusted survival analysis · Inverse Probability Weighting. Dicapai 2026-06-19 daripada https://scholargate.app/ms/compare