TReNDS Center 🧠📈

Our NeuroMark template 3.0 is up and ready. Our template combines a priori models with data-driven methods to provide replicable components using our ICA framework.

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, self-refinement, few-shot prompting, achieving human-level performance.

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

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.

4/ The quantitative assessment agent used an embedding-based few-shot prompting approach to predict symptom-specific scores, achieving an average MAE of 0.619, compared with 0.796 for zero-shot prompting.

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

6/6 Thanks to our amazing collaborators @DeepFusionAce @Entodi @vdcalhoun Adam Greene, Neviah Blair, Samin Mahdipour, Simmi Kumari, Michael W. Schlund. @CenterTrends @SymposiumML4H 📜Paper: openreview.net/forum?id=mV0xJ… 💻Code: github.com/trendscenter/a… 📅Poster: Dec 2, 15:25 PST

This Thursday we will be hosting a mental health awareness fair at the Elaine Sterling institute! Help support our mission to continue our outreach today. #MentalHealthAwarenessMonth" target="_blank" rel="nofollow noopener">donate.gsu.edu/s/give?dsgt=02…

@GTCSE @gtcomputing @GTResearchNews @gtalumni @GeorgiaTechAI @abramunna @vdcalhoun @PlisSergey @vsarkar_gt @gt_neuro Congrats to @seraji70 We are honored to consider you a part of @CenterTrends

PhD Commencement is a few hours away! One of our soon-to-be alumni is Md Abdur Rahaman, who devoted his Georgia Tech research toward helping doctors diagnose neuropsychiatric disorders like schizophrenia and autism! Congrats, Munna and #GT25! 🎓🐝🥳 🔗cc.gatech.edu/news/computing…

Congratulations to Masoud Seraji for receiving the @GeorgiaStateU @GSU_Research Dean’s Graduate Research Grant & the Trainee travel award from @ismrm !

@GTCSE @gtcomputing @GTResearchNews @gtalumni @GeorgiaTechAI @abramunna @vdcalhoun @PlisSergey @vsarkar_gt @gt_neuro Congrats Munna! Proud and honored to have you as part of our team.

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

What are we doing to help people with mental health concerns? Read about it here and consider a donation during this year's #thestateday: shorturl.at/PTMST trendscenter.org/donate/

Consider supporting the TReNDS Center for this year's #TheStateDay. All funds go to support our research and outreach. donate.gsu.edu/s/give?dsgt=02…

🔥 Tired of Ghibli-fied selfies? Time to level up with anime-style web-app mockups. Get a glimpse of brainchop.org’s future: MINDFRAME 🧠⚡

Join us today, March 28, 2025, at 1:00 PM ET for an exciting #BSItalk with Dr. Jingyuan E. Chen! She’ll discuss "Functional PET-MRI of Brain Network Dynamics Across Tasks and Arousal States." Don’t miss it! 🧠🧠🧠

Deeply honored to receive the GSU Ignite Early Career Research Impact Award! Sharing this moment with my amazing award-winning student, mentor, and colleagues made it truly unforgettable. Three generations, one passion: brain research! 🧠

Congrats to TReNDS @CenterTrends for winning the GSU Ignite research impact award!

Just now Shoutout to @vdcalhoun , 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