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Proportional hazards is an assumption of the Cox proportional hazards model of survival analysis and some other models as well. The assumption is that a linear increase in the predictor will have a uniform multiplicative relationship with the hazard.
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Multi State Survival Analysis Transition Between States Triggered By different events
The short answer is "it depends."
The medium-length answer: how you model the possibility you describe depends on the assumptions you're willing to make about the data-generating process (DGP) associa …