12 citations · 14 across the 10 of their papers we have counts for
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q-bio.OT2026
Orientation Reading by Production Vision-Language Models on Optotype Charts: A Controlled Multi-Model Evaluation Across Reasoning Modes, Prompts, and Access Modalities
Shahryar Wasif, Avneek Sandhu, Bin Hu
OBJECTIVES: Vision-language models are increasingly used to interpret medical and everyday images through consumer chat interfaces, yet their ability to read orientation - the sing…
q-bio.OT2026
PROMPT: A Pre-registered Randomized Protocol for Component-Level Evaluation of Clinical AI Prompts
Bin Hu, Avneek Sandhu, Shahryar Wasif
BACKGROUND:Prompt engineering shapes medical AI outcomes, but prompt components are rarely tested as clinical interventions. We developed PROMPT (Pre-registered Randomized Outcome…