2/ The system includes four agents: (1) a qualitative assessment agent that identifies risk factors, (2) a judge agent that evaluates qualitative assessment, (3) a quantitative assessment agent that predicts clinical scores, (4) a meta-review agent that integrates information and estimates severity.

3/ The qualitative assessment agent produced specific, coherent, complete, and clinically meaningful assessments, confirmed by both a human reviewer and the judge agent. The feedback loop effectively improved all evaluation metrics.

6/6 Thanks to our amazing students and collaborators! @vcalhoun.bsky.social @trendscenter.bsky.social

📄 Paper: openreview.net/forum?id=mV0...
💻 Code: github.com/trendscenter...
📆 Poster: Dec 2, 15:25 PST

5/ The meta-review agent achieved 78% accuracy in binary classification, remarkably matching the performance of a human evaluator. This system may serve as an interpretable, scalable decision-support tool, offering insights into patients' mental health conditions.

Can AI agents assess mental disorders like human experts?

Our #ML4H2025 paper presents an LLM-based multi-agent system for assessing depression from clinical interviews. It combines four collaborative agents, iterative self-refinement, and few-shot prompting, achieving human-level performance.

Congrats to Nagur Shareef Shaik, a CS Ph.D. student at TReNDS, for winning the Global D3CODE 2025 Challenge!
PRISM is an AI-powered data platform that took him from winning the U.S. regional round to being crowned global champion among 25,000+ competitors. 🏆
#AI #Innovation #GeorgiaState #TReNDS

Congrats to Nataliia Maksymchuk for her brain art featuring her own bird!

Congratulations to @amharikumar.bsky.social for winning a poster award at the Georgia Life Sciences Summit for her work using whole-brain SPECT connectivity to classify patients with Schizophrenia.

Had a blast presenting and sharing ideas at @embs.org 2025

Congratulations to Masoud Seraji for receiving the Georgia State University Dean’s Graduate Research Grant & the Trainee travel award from International Society for Magnetic Resonance in Medicine (ISMRM)!

Honored & impressed that our undergrads took home the 1st and 2nd place poster awards at #GSURC! Congrats to our fabulous students!

Shout out to @vcalhoun.bsky.social Calhoun, a member of the round table discussion on Brain Connectivity, that was one of the most popular papers in Brain Connectivity in 2024. lnkd.in/eFj9Epxb

Congrats to Rogers Silva for receiving the Georgia State CASA mentoring award for 2024!

Shout out to our founder @vcalhoun.bsky.social for his recognition by Georgia Trend. www.georgiatrend.com/2024/11/29/s...

Hi everyone! 👋 We are tri-institutional neuroimaging research center in Atlanta, GA: trendscenter.org