Author

Osmar R. Zaiane

3 papers indexed here

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Sep 2026

MDSNet: Exploring Refined Speech Representations for Screening Mental Disorders.

Speech-based mental disorder screening (SMS) is hindered by the scarcity of labeled training data. Although self-supervised learning (SSL) can alleviate this limitation by leveraging unlabeled speech, the general representations learned by existing SSL methods often contain unhelpful redundancies and are not well adapt...

Wen-Ju Yang, Yu-Hao Cao, Juan Liu et al. · IEEE journal of biomedical a... · 0 citations

Open access Aug 2026

Multiagent Large Language Model Framework for Psychotherapy Fidelity Assessment in Motivational Interviewing and Cognitive Behavioral Therapy Training: Cross-Sectional, Simulation-Based Evaluation Study

Abstract Background Psychotherapy training is difficult to scale because manual rating of motivational interviewing (MI) and cognitive behavioral therapy (CBT) sessions is time-intensive, requires trained raters, and is subject to rater variability. Large language models (LLMs) may support simulation-based training and...

Mohammad Amin Kamaleddin, Mina Mirjalili, Reza Barzegar et al. · JMIR Medical Education · 0 citations

Aug 2026

Segmentation-synthesis co-training for semi-supervised domain generalizable medical image segmentation

ReMatch is introduced, a segmentation-synthesis co-training framework for semi-supervised domain generalization in medical image segmentation that Synthesizes unlabeled images with both high semantic consistency and style diversity by leveraging Texture and Shape features derived from the segmentation process.

Zhi-Qiang Shen, Qing-Shan Hou, Peng Cao et al. · Artif. Intell. Medicine · 0 citations