Changes in version 0.2.8 (2026-03-24) This is a resubmission (v0.2.7) addressing reviewer comments on package quality, documentation, and replication material. Changes include: - Fixed atom ID column renaming to handle both older sf (which produces ID/ID.1 after raster::intersect()) and newer sf >= 1.0 (which produces ID_1/ID_2). Affected simulate_misaligned_data() and the case example vignette (#issue number if you have one). - Added \examples{} blocks to all exported functions; slow MCMC-based functions use \dontrun{} while lightweight functions (e.g., simulate_misaligned_data(), get_abrm_model(), gen_correlated_spat(), and all S3 methods for misaligned_data) now have fully executable examples - Changed vcov.abrm example from \dontrun{} to \donttest{} per CRAN policy for examples that are valid but too slow for routine checking - Fixed run_abrm() silently writing a PDF to the user's working directory: changed default of save_plots from TRUE to FALSE; diagnostic plots are now obtained explicitly via plot() on the returned object - Added plot.misaligned_data() S3 method for spatial data exploration - Added coef.abrm(), confint.abrm(), fitted.abrm(), waic.abrm(), print.waic_abrm() S3 methods to improve model result inspection without accessing internal object structure directly - Updated vignette to set eval = TRUE for all simulated-data (Example 1) code chunks so the vignette executes and displays output during build - Removed redundant library(nimble) call from vignette (nimble is already loaded as a dependency of spatialAtomizeR) - Fixed man page titles to use title case throughout (e.g., "Print Method for ABRM Objects" instead of "Print method for abrm objects") Test environments - local: macOS/Windows/Linux (R 4.4.0) - GitHub Actions: - ubuntu-latest (R-release, R-devel) - windows-latest (R-release) - macOS-latest (R-release) - win-builder (R-devel) - R-hub (ubuntu-gcc-release) R CMD check results 0 errors ✔ | 0 warnings ✔ | 0 notes ✔ Downstream dependencies There are currently no downstream dependencies for this package. Previous submission (v0.2.6) - Fixed Editor's comments - Fixed print() statement causing debug output in console - Fixed unable to use S3 plot() function bug - Marked 14 internal helper functions as @keywords internal (no longer exported) - Fixed vignette errors: removed non-existent function parameters and corrected signatures - Improved S3 method output formatting - Enhanced documentation with working code examples - Added vcov() method for variance-covariance matrices - Fixed coefficient naming for beta_x and beta_y parameters