4 papers
Medical Heuristic Learning: An LLM-Driven Framework for Interpretable and Auditable Clinical Decision Rules
Wei Xu, Ke Yang, Gang Luo +4
Predictive modeling for clinical decision support requires not only strong predictive performance but also transparent decision logic. Although deep learning and tree-based ensembl…
MDD-Thinker: Towards Large Reasoning Models for Major Depressive Disorder Diagnosis
Yuyang Sha, Hongxin Pan, Gang Luo +3
Background Major depressive disorder (MDD) is a leading cause of global disability, yet current diagnostic approaches often rely on subjective assessments and lack the ability to i…
MDD-LLM: Towards Accuracy Large Language Models for Major Depressive Disorder Diagnosis
Yuyang Sha, Hongxin Pan, Wei Xu +7
Major depressive disorder (MDD) impacts more than 300 million people worldwide, highlighting a significant public health issue. However, the uneven distribution of medical resource…
PsycoLLM: Enhancing LLM for Psychological Understanding and Evaluation
Jinpeng Hu, Tengteng Dong, Luo Gang +6
Mental health has attracted substantial attention in recent years and LLM can be an effective technology for alleviating this problem owing to its capability in text understanding…