Original ResearchPublished 15 September 2026Predicting disease progression under a “treatment-naive” counterfactual scenario in a competing risks frameworkDaniela Zugna · Nicolas Destefanis · Renata Zelic · Andreas Pettersson · Lorenzo RichiardiFrontiers in Epidemiologydoi 10.3389/fepid.2026.1850482