Changes in version 0.1.3 (2026-09-15) Changes - Added method references to the Description field using author-year and DOI format. - Added small executable examples for all exported functions and removed an unnecessary \dontrun{} wrapper. - Kept \donttest{} only for the optional DESeq2 example and made its example metadata explicit factors. - Enabled execution of the nested-validation vignette example. - Made the test runner skip cleanly when the suggested testthat package is unavailable. Changes in version 0.1.2 Changes - Pre-built vignette output included in the source tarball (inst/doc). - Added spelling whitelist (inst/WORDLIST) for CRAN incoming checks. - Excluded local working directories from the package tarball. Changes in version 0.1.1 Changes - Added unit tests covering export, DESeq2 differential-expression, end-to-end discovery, and boundary/error cases. - Added full MIT license text (LICENSE.md) and .Rbuildignore. Changes in version 0.1.0 Initial release detectPanel provides a leakage-aware workflow for discovery and validation of small biomarker panels. Features - Detectability-aware feature filtering. - Small-panel search with nested cross-validation. - Repeated stratified resampling utilities. - Logistic panel fitting with automatic L2-penalized fallback for unstable or separation-prone fits. - Prediction support for fitted detectPanel_result objects. - Panel and feature selection-frequency summaries. - Export and visualization utilities. Validation The package is covered by simulated-data tests and unit tests, including nested-validation, model-fitting, prediction, resampling, and plotting workflows. Release candidates are checked with R CMD check --as-cran.