Using Natural Language Processing to risk-stratify inpatient psychiatry conflict and violence

Project Type(s):

Principal Investigator(s):
Co-Investigator(s):
Accepting Trainees?

No

This QI project aims to expand from general medical wards to inpatient psychiatry the use of predictive risk-modeling for violence or restraint, using Natural Language Processing of clinical notes. We will also assess whether NLP paired with generative AI can accurately summarize a wider range of clinical notes relevant to behavioral emergencies

Project Period:
January 1, 2025 — December 31, 2025

Funding Type(s):
Philanthropy

Funder(s):
Garvey Institute for Brain Health Solutions

Research Program(s):

Geographic Area(s):
King County

Practice Type(s):
Hospital

Patient Population(s):
Adults

Targeted Condition(s):
Serious Mental Illness