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cs.AI2026
Three Generations of Healthcare IT: From the Digital Record to the Computable Care Process
Alexander Apartsin, Yehudit Aperstein
Objective. Healthcare IT is usually organized by the technologies it adopts. We instead organize it by the unit of information a system makes computable, and describe a computation…
cs.AI2026
Framing, Judging, Steering: An Assessable Competency Model for Teach-ing Students to Reason With Generative AI
Alexander Apartsin, Yehudit Aperstein
Generative AI makes answers easy and understanding hard, and uncritical use invites cognitive offloading. Schools still measure unaided performance, yet the real task is to produce…