Papers for

mental health app builders

Papers whose findings have a practical use for this group, as judged from the abstract. Open a paper to read what it means in practice.

EmoMed adapts medical advice using emotions and updated facts

EmoMed: An Emotionally-Aware Agent for Multimodal Medical Support with Real-Time Information Retrieval

Abstract: We present EmoMed - a multimodal medical consultation agent that adapts its responses based on users' emotional states while maintaining clinical accuracy. The system processes text and medical images, detects affect indicators (anxiety, confusion, urgency) from user input, and adjusts response tone, structure, and detail level accordingly. To ensure factual reliability, the agent grounds clinical information through a dual retrieval mechanism: web-based fact-checking and an API-connected, continuously updated medical knowledge base. We evaluate our approach across seven state-of-the-art language models (GPT-4/5, Qwen3, Llama 4, Gemini 2.5, Grok4, Claude3) using comprehensive metrics including LLM-as-judge assessments, MedQA style accuracy tests, BERT Score, safety/helpfulness ratings, and multimodal medical benchmarks. The results demonstrate that emotionally adaptive responses consistently outperform neutral baseline across evaluation dimensions, without compromising clinical accuracy. A controlled user study validated these findings, with participants reporting improved perceived empathy and communication clarity, while maintaining trust in factual accuracy. Source code: https://github.com/NasonovIvan/EmoMed-Agent

Mon 7 SeptArtificial IntelligenceComputers and SocietyHuman-Computer Interaction
The gist
Medical advice can be hard to understand and sometimes not sensitive enough to how a person feels. The authors created EmoMed, a smart helper that reads your words and medical images, notices if you seem worried or confused, and changes how it talks to you to feel more caring and clear. It double-checks facts from the web and a medical database to give accurate answers. Tests show EmoMed works better than usual helpers without losing accuracy, and people say its answers feel more empathetic and easier to understand.
Open → 2609.07194v1