Research software and privacy-safe aggregate results for multimodal classification of primary liver tumors on multiphase CT, with internal fusion evaluation and external transportability stress testing.

A graduate pure-mathematics textbook on indirect treatment comparisons: population adjustment, transportability, and comparative effect estimation. From linear algebra foundations to MAIC, STC, and multilevel network meta-regression, with every result proved and a machine-checked Coq companion.

Shock-anchor-aware dynamic AMI-CS risk modelling across MIMIC-IV and eICU

COPD/asthma extubation-failure transportability workflow with deployment-gated clinical annotation

Language-neutral ALT foundry reference kernel for executable certificate packets, abstraction tokens, certificate transcripts, dual-ledger settlement, and safe certified abstraction capital.

Global Transportability Atlas: Assessing Cardiovascular/Diabetes Prognostic Models using GBD 2023 Covariates

Deployment-gated severe AKI dynamic prediction workflow using MIMIC-IV and eICU

Causal reinforcement learning, organized around Bareinboim's 9-task taxonomy, confounded offline→online RL, POMIS, counterfactual policies, transportability, discovery, imitation, curricula.