4 papers
Beyond the Fold: Quantifying Split-Level Noise and the Case for Leave-One-Dataset-Out AU Evaluation
Saurabh Hinduja, Gurmeet Kaur, Maneesh Bilalpur +2
Subject-exclusive cross-validation is the standard evaluation protocol for facial Action Unit (AU) detection, yet reported improvements are often small. We show that cross-validati…
Topic-aware Large Language Models for Summarizing the Lived Healthcare Experiences Described in Health Stories
Maneesh Bilalpur, Megan Hamm, Young Ji Lee +3
Storytelling is a powerful form of communication and may provide insights into factors contributing to gaps in healthcare outcomes. To determine whether Large Language Models (LLMs…
Generative Foundation Model for Structured and Unstructured Electronic Health Records
Sonish Sivarajkumar, Hang Zhang, Yuelyu Ji +6
Electronic health records (EHRs) are rich clinical data sources but complex repositories of patient data, spanning structured elements (demographics, vitals, lab results, codes), u…
On the Validity of Head Motion Patterns as Generalisable Depression Biomarkers
Monika Gahalawat, Maneesh Bilalpur, Raul Fernandez Rojas +3
Depression is a debilitating mood disorder negatively impacting millions worldwide. While researchers have explored multiple verbal and non-verbal behavioural cues for automated de…