Bootstrap Confidence Intervals for Model AUC, Brier Score, and Coefficients
by Poolakkad S. Satheeshkumar·Updated 2mo ago
9.5 KB1files
Available on 1 platform
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Description
Estimates and confidence intervals for discrimination (C-statistics, Area under the curve), validation [Brier score], and key model coefficients. This table provides confidence intervals for AUC, Brier score, and model coefficients using the Bootstrap method. The dataset is a 9.5 KB XLS file authored by Poolakkad S. Satheeshkumar and last updated on 2026-05-05.
Use Cases
Assessing model discrimination uncertainty based on reported AUC confidence intervals.
Validating model calibration based on reported Brier score confidence intervals.
Evaluating the stability of key model coefficients based on reported bootstrap intervals.
Strengths
Provides specific statistical outputs: confidence intervals for AUC, Brier score, and model coefficients.
Uses the Bootstrap method for uncertainty estimation, a common statistical technique.
Dataset is small (9.5 KB), facilitating quick download and inspection.
Limitations
Row count is unknown, which may limit suitability assessment.
Column-level documentation is absent; field semantics must be inferred after download.
Description metadata is limited; actual data quality requires manual inspection after download.
Provenance
Source
Poolakkad S. Satheeshkumar via figshare
Collection Method
Likely derived from statistical analysis of a predictive model using the Bootstrap method.
Freshness
Last updated 2026-05-05 17:36:27; freshness should be verified.
Requires software capable of reading XLS (Excel) format files.