When Can We Trust LLMs in Mental Health? Large-scale Benchmarks for Reliable LLM Evaluation
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐄𝐥𝐚𝐡𝐞 𝐑𝐚𝐡𝐢𝐦𝐢, 𝐌𝐝 𝐓𝐚𝐡𝐦𝐢𝐝 𝐑𝐚𝐡𝐦𝐚𝐧 𝐋𝐚𝐬𝐤𝐚𝐫, 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡, 𝐋𝐢𝐧𝐝𝐬𝐚𝐲 𝐁𝐞𝐫𝐭𝐫𝐚𝐧𝐝, 𝐋𝐚𝐦𝐞𝐬 𝐃𝐚𝐧𝐨𝐤, 𝐉𝐢𝐦𝐦𝐲 𝐇𝐮𝐚𝐧𝐠, 𝐅𝐫𝐚𝐧𝐤 𝐑𝐮𝐝𝐳𝐢𝐜𝐳, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.
Multimodal Detection of Agitation in People With Dementia in Clinical Settings: Observational Pilot Study | JMIR Aging 2025
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐒𝐨𝐦𝐚𝐲𝐲𝐚 𝐄𝐥𝐦𝐨𝐠𝐡𝐚𝐳𝐲, 𝐒𝐚𝐦𝐢𝐫𝐚 𝐂𝐡𝐨𝐮𝐝𝐡𝐮𝐫𝐲, 𝐒𝐚𝐫𝐚 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐊𝐡𝐚𝐥𝐢𝐝 𝐄𝐥𝐠𝐚𝐳𝐳𝐚𝐫, 𝐀𝐦𝐞𝐫 𝐌 𝐁𝐮𝐫𝐡𝐚𝐧.
A Scoping Review of Algorithmic Equity, Data Diversity, and Inclusive Design in the Transformer Era of Clinical NLP | medRxiv 2025
𝐀𝐮𝐭𝐡𝐨𝐫𝐬: 𝐒𝐡𝐞𝐫𝐢 𝐆𝐫𝐚𝐜𝐡, 𝐀𝐛𝐞𝐞𝐫 𝐁𝐚𝐝𝐚𝐰𝐢, 𝐅𝐚𝐫𝐚𝐡 𝐀𝐡𝐦𝐚𝐝, 𝐄𝐥𝐡𝐚𝐦 𝐃𝐨𝐥𝐚𝐭𝐚𝐛𝐚𝐝𝐢.
P171: Identifying pre-agitation biometric signature in dementia patients: A feasibility study
Samira Choudhury
Xbeats: A real-time electrocardiogram monitoring and analysis system
Ahmed Badr
Detecting coronavirus from chest X-rays using transfer learning
