Journal

Early preclinical to finals, the stack changes because the problem changes: comprehension, transfer, clinical evidence, then exam calibration; small deliberate stacks by year, with...

Video-first versus library-first for the preclinical years: where visual explanation builds comprehension, where integrated Qbank workflows build application, and why both end at r...

UAsk is a grounded explanation layer inside UWorld's content; AMBOSS AI Mode is a connected study copilot across its ecosystem; two architectures, five comparison axes, and what ea...

A virtual consultation exposes gaps; the loop that converts them into learning runs gap-naming, targeted questions, a Tutor pass, spaced retest and a perturbed rerun, across platfo...

Distributed programmes lack tutors, OSCE partners and specialist case exposure by geography, not by talent; where virtual patients and asynchronous tutoring genuinely narrow the ga...

Clinical evidence search and structured learning solve different problems; where OpenEvidence genuinely helps a student on rotation, what it does not provide for exams, and the loo...

Two personalisation philosophies: Neural Consult builds study materials from your uploaded lectures; iatroX adapts to your errors against an examination blueprint. Which fits depen...

The three general-purpose learning modes compared on their public designs, a five-task protocol any student can run in an hour, and the honest boundary: none is an exam-blueprint o...

Five questions separate a tutor from a chat interface: does it require an attempt, inspect reasoning, identify the misconception, select the next activity, and revisit the concept ...

Answer, learn, retain, transfer, apply: the five-rung ladder for judging any medical AI's educational claims, published as an open framework, with where current studies actually si...

The EU AI Act treats specified institutional educational uses as high-risk, admission, outcome evaluation, level assessment, exam proctoring, with obligations applying from 2 Decem...

A readiness indicator and a validated score prediction are different claims separated by evidence most providers do not have; what prediction would require, how to read the claims,...