Authors: Sichang Tu, Abigail Powers, Natalie Merrill, Negar Fani, Sierra Carter, Stephen Doogan, Jinho D. Choi

Published on: May 18, 2024

Impact Score: 7.6

Arxiv code: Arxiv:2405.11178

Summary

• What is new: This is the first AI system that fully automates assessments for mental illnesses like PTSD based on clinician-administered interviews.
• Why this is important: There is a shortage of clinical workforce in mental healthcare, which limits access to formal diagnostics and services.
• What the research proposes: The paper proposes integrating customized large language models into the workflow to automate PTSD diagnostic assessments and possibly other mental health conditions.
• Results: The AI models, tested on clinician-administered interviews, demonstrated strong capability to aid clinicians in diagnostic validation.

Technical Details

Technological frameworks used: Customized framework using GPT-4 and Llama-2

Models used: GPT-4, Llama-2

Data used: 411 clinician-administered diagnostic interviews

Potential Impact

Mental health diagnostics providers, telemedicine platforms, healthcare AI solutions

Want to implement this idea in a business?

We have generated a startup concept here: MentalMark.