A backbone-agnostic constraint wrapper (soft transition penalty + semi-Markov decoder) makes automated sleep-staging outputs respect physiological transition and duration priors, improving downstream sleep-architecture statistics without sacrificing accuracy.
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Sharkey, and Mary A
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StageGuard: Physiologically Constrained Sleep Staging
A backbone-agnostic constraint wrapper (soft transition penalty + semi-Markov decoder) makes automated sleep-staging outputs respect physiological transition and duration priors, improving downstream sleep-architecture statistics without sacrificing accuracy.