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The probability of transitioning into each hidden state at time t is dependent on the previous hidden state, and is given by:
Where the elements of A are each of the transition probabilities such that Amn ≡ p(ztn = 1|zt-1,m = 1, ct) denotes the probability of transitioning from state m to state n at time t and we make it explicit that this can depend on a vector of time-varying covariates ct.
In addition, other measures can be calculated from the hidden state sequence itself.
J Med Internet Res 2025;27:e64007
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Longitudinal plot of a representative 3-week interval of minute-level metabolic equivalent of task (MET) data (left) from (A) 1 female individual (F, blue) and (B) 1 male individual (M, red), with the histogram of the MET values for each separated by awake (light) and asleep (dark) values (right). MET values were examined at minute-level resolution.
J Med Internet Res 2025;27:e66231
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Reference 62: Theories applied to m-Health interventions for behavior change in low- and middle-income
J Med Internet Res 2025;27:e63111
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A Social Media Study of Portrayals of Bipolar Disorders on YouTube: Content and Thematic Analyses
J Med Internet Res 2025;27:e67129
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