# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "BayesPocket" in publications use:' type: software license: GPL-3.0-or-later title: 'BayesPocket: Bayesian Causal Inference for Periodontal Diseases in Longitudinal Studies' version: 0.1.0 doi: 10.32614/CRAN.package.BayesPocket abstract: Implements the Mixed Treatment-State Causal Model (MTSCM), a Bayesian framework for estimating causal effects of clinical interventions on bounded continuous outcomes in longitudinal observational studies with irregular visits. The methodology is specifically designed for periodontal disease research, where discrete treatments and continuous disease states (e.g., proportion of periodontal pockets exceeding 3 mm) reciprocally influence one another under dynamic feedback. The package integrates a double-censored Tobit likelihood to handle boundary mass at zero and one, subject-specific random effects to capture within-subject correlation, and flexible tree-based ensemble priors (standard BART and Soft BART) to model complex nonlinear interactions without parametric restrictions. Causal identification is established under the potential outcomes framework via the G-computation formula, with key estimands including the Mixed Average Potential Outcome (MAPO) and the Mixed Probability of Disease Resolution (MPDR). The package provides functions for model fitting, posterior inference, and causal estimand estimation. authors: - family-names: Liu given-names: Qingyang email: rh8liuqy@gmail.com orcid: https://orcid.org/0000-0003-3265-6330 - family-names: Pati given-names: Debdeep email: dpati2@wisc.edu - family-names: Ni given-names: Yang email: yang.ni@austin.utexas.edu - family-names: Bandyopadhyay given-names: Dipankar email: dbandyop@vcu.edu repository: https://rh8liuqy.r-universe.dev commit: d429b5547fef6cdc71d604f85cdaedab327bd3b7 date-released: '2026-05-13' contact: - family-names: Liu given-names: Qingyang email: rh8liuqy@gmail.com orcid: https://orcid.org/0000-0003-3265-6330