পদ্ধতির তুলনা করুন
নির্বাচিত পদ্ধতিগুলো পাশাপাশি পর্যালোচনা করুন; যে সারিগুলোয় পার্থক্য আছে সেগুলো চিহ্নিত করা হয়।
| Cox Regression with Time-Varying Covariates× | Clustered Survival Data-র জন্য Shared Frailty Model× | |
|---|---|---|
| ক্ষেত্র | উত্তরজীবিতা | উত্তরজীবিতা |
| পরিবার | Survival analysis | Survival analysis |
| উদ্ভবের বছর≠ | 1972 | 1979 |
| প্রবর্তক≠ | Cox, D. R. (extended formulation by Therneau & Grambsch) | Vaupel, J.W., Manton, K.G. & Stallard, E. |
| ধরন≠ | Semi-parametric hazard regression model | Random effects survival model |
| মৌলিক উৎস≠ | Therneau, T. M. & Grambsch, P. M. (2000). Modeling Survival Data: Extending the Cox Model. Springer. DOI ↗ | Vaupel, J.W., Manton, K.G. & Stallard, E. (1979). The Impact of Heterogeneity in Individual Frailty on the Dynamics of Mortality. Demography, 16(3), 439–454. DOI ↗ |
| অপর নাম | time-varying covariate Cox model, extended Cox model, Zamana Bağlı Kovaryatlı Cox Regresyonu | shared frailty model, random effects survival model, Frailty Modeli (Paylaşılan Kırılganlık) |
| সম্পর্কিত≠ | 4 | 3 |
| সারসংক্ষেপ≠ | Time-dependent Cox regression is an extension of the standard Cox proportional hazards model, introduced through the counting-process formulation developed by Therneau and Grambsch (2000), that allows one or more predictor variables to take different values at different points in a subject's follow-up period. It is the method of choice whenever a covariate — such as a laboratory measurement, a medication dose, or a disease severity score — changes over time rather than remaining fixed from study entry. | The shared frailty model, introduced by Vaupel, Manton, and Stallard in 1979, extends standard survival regression by incorporating a random effect — the 'frailty' — that captures unobserved heterogeneity among subjects or clusters. When survival outcomes are measured on individuals who share a common environment (patients in the same hospital, members of the same family, animals in the same litter), a frailty term accounts for the within-cluster dependence that ordinary Cox regression ignores. |
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