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cs.AI2026
How Clinicians Think and What AI Can Learn From It
Dipayan Sengupta, Saumya Panda
Most clinical AI systems operate as prediction engines -- producing labels or risk scores -- yet real clinical reasoning is a time-bounded, sequential control problem under uncerta…
cs.AI2025
Divergent Realities: A Comparative Analysis of Human Expert vs. Artificial Intelligence Based Generation and Evaluation of Treatment Plans in Dermatology
Dipayan Sengupta, Saumya Panda
Background: Evaluating AI-generated treatment plans is a key challenge as AI expands beyond diagnostics, especially with new reasoning models. This study compares plans from human…