So sánh phương pháp
Xem các phương pháp đã chọn cạnh nhau; những hàng khác biệt được làm nổi bật.
| Đánh giá sai số sàng lọc điều chỉnh theo rủi ro× | Hồi quy Logistic× | |
|---|---|---|
| Lĩnh vực≠ | Dịch tễ học | Thống kê nghiên cứu |
| Họ | Process / pipeline | Process / pipeline |
| Năm ra đời≠ | Late 1990s–2000s (formal statistical framework ~1997–2009) | 1958 |
| Người khởi xướng≠ | Margaret Sullivan Pepe and colleagues (covariate-adjusted ROC methodology) | David Roxbee Cox |
| Loại≠ | Analytical study design | Method |
| Công trình gốc≠ | Pepe, M. S. (2003). The Statistical Evaluation of Medical Tests for Classification and Prediction. Oxford University Press. ISBN: 978-0198565826 | Cox, D. R. (1958). The regression analysis of binary sequences. Journal of the Royal Statistical Society, Series B, 20(2), 215–242. DOI ↗ |
| Tên gọi khác≠ | risk-stratified screening accuracy study, covariate-adjusted diagnostic accuracy evaluation, risk-adjusted screening performance assessment, RASTE | logit model, binomial logistic regression, LR |
| Liên quan≠ | 6 | 3 |
| Tóm tắt≠ | Risk-adjusted screening test evaluation assesses the sensitivity, specificity, and overall discriminatory accuracy of a screening test after accounting for patient-level risk factors (covariates) that independently influence test results or disease prevalence. By conditioning performance metrics on observed covariates — age, sex, comorbidities, or prior screening history — this approach yields accuracy estimates that are not confounded by differences in population risk profiles, enabling fair comparisons across subgroups or study settings. | Logistic regression is a statistical method for modeling the probability of a binary outcome (disease present/absent, success/failure) as a function of continuous and categorical predictors. Developed by David Roxbee Cox (1958), it solves the problem of predicting categorical outcomes by applying a logistic transformation to constrain predictions to the [0,1] probability interval, enabling accurate risk stratification, diagnostic prediction, and causal inference in epidemiology, medicine, and social science. |
| ScholarGateBộ dữ liệu ↗ |
|
|