MedicalAI
Can AI fill in the MRI gaps? When MRI isn’t possible, doctors rely on CT—but low‑dose CT can be very sparse. ReBrain is a research system that reconstructs a 3D, MRI‑like brain volume from just a limited set of CT slices. * It uses a diffusion model
AI
AI can be impressively accurate in medicine—but dangerously overconfident when cases are ambiguous. MedBayes‑Lite offers a fix: a lightweight add‑on that helps clinical language models say how sure they are. How it helps, without retraining: * Estimates what the model doesn’t know (epistemic uncertainty) using Monte Carlo
ASR
Not all transcription mistakes are equal. In clinic visits, the go-to score Word Error Rate (WER) can look fine even when errors change care-critical meaning. * Expert clinicians compared true utterances with ASR transcripts in two doctor-patient datasets, labeling the impact: No, Minimal, or Significant. * WER and many other metrics poorly