TReNDS Center 🧠📈

TReNDS is focused on developing, applying, and sharing advanced analytic approaches and neuroinformatics tools that leverage advanced brain imaging and omics.

[TReNDS Center 🧠📈 @CenterTrends]

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.

[Vince Calhoun @vcalhoun.bsky.social @vdcalhoun]

We introduce two significant expansions of our NeuroMark templates (NeuroMark 3.0) first by generating replicable ICA of fMRI templates for infants, adolescents, and aging cohorts, and second by incorporating structural MRI and diffusion MRI modalities (https://t.co/KQPgO24K0Z).

[Xinhui Li @xin_hui_li]

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.

[Xinhui Li @xin_hui_li]

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.

[Xinhui Li @xin_hui_li]

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.

[Xinhui Li @xin_hui_li]

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.

[Xinhui Li @xin_hui_li]

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.

[Xinhui Li @xin_hui_li]

6/6 Thanks to our amazing collaborators @DeepFusionAce @Entodi @vdcalhoun Adam Greene, Neviah Blair, Samin Mahdipour, Simmi Kumari, Michael W. Schlund. @CenterTrends @SymposiumML4H

📜Paper: https://t.co/9vK8zFcJGp
💻Code: https://t.co/5xWFpAxnUB
📅Poster: Dec 2, 15:25 PST

[TReNDS Center 🧠📈 @CenterTrends]

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. https://t.co/jAqaaDFmNB

[TReNDS Center 🧠📈 @CenterTrends]

@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

[TReNDS Center 🧠📈 @CenterTrends]

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

[TReNDS Center 🧠📈 @CenterTrends]

@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.

[GaTech CSE @GTCSE]

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! 🎓🐝🥳

🔗https://t.co/tm5A1f4uTp

[TReNDS Center 🧠📈 @CenterTrends]

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

[TReNDS Center 🧠📈 @CenterTrends]

What are we doing to help people with mental health concerns? Read about it here and consider a donation during this year's #thestateday: https://t.co/p5J3khUYIR https://t.co/hOSe8kysw6

[TReNDS Center 🧠📈 @CenterTrends]

Consider supporting the TReNDS Center for this year's #TheStateDay. All funds go to support our research and outreach. https://t.co/zIpgsoxcXu

[Sergey Plis @PlisSergey]

🔥 Tired of Ghibli-fied selfies? Time to level up with anime-style web-app mockups.
Get a glimpse of https://t.co/NZXg9jOign’s future: MINDFRAME 🧠⚡

[Brain Space Initiative @BrainSpaceInit]

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! 🧠🧠🧠

[Armin Iraji @airaji.bsky.social @AIraji]

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! 🧠

[Vince Calhoun @vcalhoun.bsky.social @vdcalhoun]

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

[TReNDS Center 🧠📈 @CenterTrends]

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. https://t.co/LvMD68OqXf