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| Mô hình sống còn đa trạng thái× | Mô hình Frailty Chia sẻ cho Dữ liệu Sống còn theo Cụm× | |
|---|---|---|
| Lĩnh vực | Phân tích sống còn | Phân tích sống còn |
| Họ | Survival analysis | Survival analysis |
| Năm ra đời≠ | 1978 | 1979 |
| Người khởi xướng≠ | Andersen, P.K. & Keiding, N. (foundational framework); popularised by Putter, Fiocco & Geskus (2007) | Vaupel, J.W., Manton, K.G. & Stallard, E. |
| Loại≠ | Semi-parametric hazard model | Random effects survival model |
| Công trình gốc≠ | Putter, H., Fiocco, M. & Geskus, R.B. (2007). Tutorial in Biostatistics: Competing Risks and Multi-State Models. Statistics in Medicine, 26(11), 2389–2430. 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 ↗ |
| Tên gọi khác | illness-death model, multi-state transition model, Çok Durumlu Model (Multi-State / Illness-Death) | shared frailty model, random effects survival model, Frailty Modeli (Paylaşılan Kırılganlık) |
| Liên quan≠ | 4 | 3 |
| Tóm tắt≠ | The multi-state model is a generalised survival framework, formalised in the work of Andersen and Keiding and brought to wide biostatistical practice by Putter, Fiocco and Geskus (2007), that models individuals moving through multiple distinct health states — for example, healthy, ill and dead — over time. A separate hazard function is estimated for each possible transition, and transition probabilities are recovered via the product-integral of the cumulative transition intensities. | 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. |
| ScholarGateBộ dữ liệu ↗ |
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