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Changes in psychiatric documentation and treatment in primary care with artificial intelligence scribe use.
Victor M Castro1,2, Thomas H McCoy1,2, Pilar Verhaak1,2
1Center for Quantitative Health and Department of Psychiatry, Massachusetts General Hospital, Boston, MA.
Artificial intelligence ambient scribes increase documentation of psychiatric symptoms but reduce treatment actions in primary care. Further research is needed to understand the clinical impact of these AI tools.
Area of Science:
- Medical Informatics
- Clinical Practice
- Artificial Intelligence in Healthcare
Background:
- The increasing adoption of AI-driven ambient scribes in medicine necessitates an understanding of their impact on clinical practice.
- Limited research exists on how ambient scribes influence the documentation and treatment of psychiatric symptoms in primary care.
Purpose of the Study:
- To compare the documentation and treatment of psychiatric symptoms in primary care outpatient notes generated with and without ambient scribes.
- To characterize differences in neuropsychiatric symptom documentation, prescription of antidepressants, and mental health referrals.
Main Methods:
- A case-control study analyzing electronic health records from primary care visits.
- Compared 1:1 matched notes (N=20,302) from visits using ambient scribes, human scribes, or no scribes, alongside pre-scribe deployment notes.
- Utilized a HIPAA-compliant large language model (GPT4o) to estimate Research Domain Criteria (RDoC) symptomatology and analyzed antidepressant prescriptions and referrals.
Main Results:
- Ambient scribe use was associated with significantly greater estimated levels of RDoC symptomatology across all domains (p <.001).
- The likelihood of psychiatric intervention (referral, new diagnosis, or antidepressant prescription) was significantly lower in ambient-scribed visits compared to unscribed visits (aOR 0.83, 95% CI 0.72-0.95).
- No significant difference in intervention likelihood was found between human-scribed and unscribed visits.
Conclusions:
- AI-driven ambient scribes in primary care are linked to enhanced documentation of neuropsychiatric symptoms.
- However, their use correlates with a reduced likelihood of initiating psychiatric interventions.
- Further investigation is required to ascertain the clinical outcomes associated with these observed changes.
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