Порівняння методів
Переглядайте обрані методи поруч; рядки з відмінностями підсвічено.
| Аналіз конкуруючих ризиків з поправкою на ризик× | Модель пропорційних ризиків Кокса× | |
|---|---|---|
| Галузь | Епідеміологія | Епідеміологія |
| Родина | Process / pipeline | Process / pipeline |
| Рік появи≠ | 1999 (subdistribution hazard model); cause-specific hazard framework earlier | 1972 |
| Автор методу≠ | Jason Fine and Robert Gray | Sir David Roxbee Cox |
| Тип≠ | Regression model for time-to-event data with competing events | Semi-parametric regression model |
| Основоположне джерело≠ | Fine, J. P., & Gray, R. J. (1999). A proportional hazards model for the subdistribution of a competing risk. Journal of the American Statistical Association, 94(446), 496–509. DOI ↗ | Cox, D. R. (1972). Regression models and life-tables. Journal of the Royal Statistical Society: Series B (Methodological), 34(2), 187–202. DOI ↗ |
| Інші назви | competing risks regression, subdistribution hazard model, cause-specific hazard analysis, Fine-Gray model | Cox regression, Cox PH model, proportional hazards model, CPH |
| Пов'язані≠ | 4 | 5 |
| Підсумок≠ | Risk-adjusted competing risks analysis extends classical survival analysis to settings where subjects can experience more than one type of terminal event, and where the occurrence of one event prevents the occurrence of another. By modelling cause-specific or subdistribution hazards while adjusting for measured confounders, the method yields unbiased estimates of the absolute probability — the cumulative incidence function — of each event type over time in the presence of competing events. | The Cox proportional hazards model is a semi-parametric regression method that estimates the effect of one or more covariates on the hazard — the instantaneous rate of an event such as death, relapse, or failure — while making no assumption about the shape of the baseline hazard function. Introduced by David Cox in 1972, it is the dominant tool for multivariable survival analysis in clinical and epidemiological research. |
| ScholarGateНабір даних ↗ |
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