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progression, biomarkers, and treatment effects along the continuous time progression of disease. Conclusions The presented framework enables direct interpretations of factors that modify cognitive decline. The results give new insights to the value of biomarkers for staging patients and suggest alternative explanations for previous findings related to accelerated cognitive decline among highly educated patients and patients on symptomatic treatments.This article deals with the IT security of connectionist artificial intelligence (AI) appl