American Journal of Psychiatry Audio

June 2025: Stratifying Risk for Postpartum Depression at Time of Hospital Discharge


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Dr. Roy Perlis (Mass General Bringham, Boston) joins AJP Audio to discuss a machine learning model to examine electronic health records in individuals who had recently given birth designed to detect those who might develop postpartum depression.  Afterwards, AJP Editor-in-Chief Dr. Ned Kalin puts the rest of the June issue into context.

  • 00:31     Perlis interview
  • 02:56     Lack of validation in screening methods
  • 04:03     Stumbling blocks on the road to validation
  • 05:10     Synergy between screening scores and machine learning models
  • 06:36     Issues with clinician adoption?
  • 08:44     Administrative burden for running these models
  • 10:38     Current clinical application
  • 12:37     Screening without those with a history of depression
  • 13:48     Limitations
  • 15:30     Future research
  • 17:26     Kalin interview
  • 17:41     Clapp et al.
  • 21:41     Kępińska et al.
  • 25:19     Savitz et al.
  • 25:25     Miller
  • 28:38     Wall et al.

Transcript

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