ScholarGate
עוזר

השוואת שיטות

סקרו את השיטות שבחרתם זו לצד זו; שורות שבהן יש הבדל מודגשות.

ניתוח קפלן-מאייר מותאם-סיכון×התאמת ציון נטייה×
תחוםאפידמיולוגיהסטטיסטיקה למחקר
משפחהProcess / pipelineProcess / pipeline
שנת המקור2001–2004 (formal statistical framework for weighted KM curves)1983
הוגה השיטהConceptual basis: Kaplan & Meier (1958); risk-adjustment via IPTW formalised by Hernán, Brumback & Robins (2001), with practical implementation by Cole & Hernán (2004)Paul Rosenbaum and Donald Rubin
סוגAdjusted non-parametric survival methodMethod
מקור מכונןCole, S. R., & Hernan, M. A. (2004). Adjusted survival curves with inverse probability weights. Computer Methods and Programs in Biomedicine, 75(1), 45–49. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
כינוייםweighted Kaplan-Meier, IPTW-adjusted Kaplan-Meier, propensity-score-weighted survival curves, adjusted survival curvesPSM, propensity score weighting, covariate balance
קשורות53
תקצירRisk-adjusted Kaplan-Meier analysis combines the non-parametric Kaplan-Meier estimator with inverse probability of treatment weighting (IPTW) or similar risk-adjustment procedures to produce survival curves that are comparable across groups as if the groups had identical distributions of baseline confounders. It is the observational-study analogue of plotting survival curves from a randomised trial.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
ScholarGateמערך נתונים
  1. v1
  2. 2 מקורות
  3. PUBLISHED
  1. v1
  2. 3 מקורות
  3. PUBLISHED

מעבר לחיפוש הורדת מצגת

ScholarGateהשוואת שיטות: Risk-adjusted Kaplan-Meier analysis · Propensity Score Matching. אוחזר בתאריך 2026-06-18 מתוך https://scholargate.app/he/compare