Article

Lingo-Aura: A Cognitive-Informed and Numerically Robust Multimodal Framework for Predictive Affective Computing in Clinical Diagnostics

2026-01-09

Abstract excerpt

Accurate assessment of emotional states is critical in clinical diagnostics, yet traditional multimodal sentiment analysis often suffers from "modality laziness," where models overlook subtle micro-expressions in favor of text priors. This study proposes Lingo-Aura, a cognitive-enhanced framework based on Mistral-7B designed to align visual micro-expressions and acoustic signals with large language model (LLM) emb...

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Literature Corpus work: 0785f383-29a2-5050-aaa1-a43dc0c9fcf0
DOI: 10.20944/preprints202601.0672.v1

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