https://evalunac.r-universe.devRecent package updates in evalunacR-universehttps://github.com/evalunac.pnghttps://evalunac.r-universe.devWed, 09 Sep 2026 17:45:26 GMTy.chen@tamu.edu (Yiqing Chen)Fits transition-specific cause-specific random survival forests on a clock-reset duration scale for acyclic, non-recurrent multistate processes. Entry-conditioned state-occupation probabilities are assembled from predicted cumulative hazards by semi-Markov entry-mass and sojourn convolution on a validated regular grid. The one-row-per-subject interface supports one common initial state, one recorded entry per state, baseline time-fixed covariates, competing exits, and independent right censoring. Left truncation, recurrent visits, directed cycles, time-dependent covariates, and ongoing-sojourn dynamic prediction are not supported. The package also provides calendar-time Aalen-Johansen point estimates as a covariate-free descriptive baseline, transition-specific permutation importance, genuine ranger edge OOB concordance, and patient-level cross-validated IPCW state-probability scoring. Methods are described in Ishwaran et al. (2008) <doi:10.1214/08-AOAS169> for random survival forests, Putter et al. (2007) <doi:10.1002/sim.2712> for multistate competing risks decomposition, and Aalen and Johansen (1978) <https://www.jstor.org/stable/4615704> for the nonparametric estimator.https://github.com/r-universe/evalunac/actions/runs/38149587900Wed, 09 Sep 2026 17:45:26 GMTRFmstate0.1.9successhttps://evalunac.r-universe.devhttps://github.com/evalunac/rfmstateintroduction.Rmdintroduction.htmlIntroduction to RFmstate2026-07-08 01:13:262026-09-09 17:45:26