Dean Ariel

Linguistic inequity in clinical AI evaluation: a scoping review of 806 studies across 62 languages

Decision models can offload structured clinical tasks from large language models

Decision models like Jev read text and return probabilities, categories, or ordinal levels, with confidence scores for the latter two, at a fraction of large language models' (LLMs) cost. We explored how Jev could be integrated into clinical workflows for all these output types: mortality risk estimation, categorical C...

Generating Clinical Vignettes that Preserve Cognitive Formulations

Results show that cognitive formulation can serve as an auditable specification for scalable synthetic clinical text generation and show that cognitive formulation can serve as an auditable specification for scalable synthetic clinical text generation.