Journal

A transparent comparison protocol for OpenEvidence, AMBOSS and iatroX, focusing on source support, jurisdiction, uncertainty and the limits of product claims.

A four-stage method for checking whether clinical AI citations exist, support the claim, remain current and apply to the patient and setting.

Why medical learning profiles should extend beyond exams, how iatroX connects practice with CPD, and what its next stage of expansion should deliver.

Knowledge Profile, Knowledge Tutor and AI tutor are not interchangeable. Compare AMBOSS, Passmedicine and iatroX by the learning problem each feature addresses.

Compare alternatives to AMBOSS Knowledge Profile across UWorld analytics, Passmedicine, Pastest AI Tutor, Anki FSRS and iatroX personalised learning.

AMBOSS reports an 8.52-point prediction error. Examine the validation, the baseline, the theoretical accuracy claim and why prediction is not proof of learning.

Compare AMBOSS Knowledge Profile with iatroX adaptive practice, tutoring, planning, simulations and CPD, separating product features from evidence.

Choose Step 2 CK resources for the final four to six weeks by auditing your current bank, using official assessment information and adding only targeted support.

Build a final-fortnight MCCQE plan around your October appointment, Canadian-context gaps, unfamiliar mixed questions and a manageable review process.

Compare official MCC preparation, AMBOSS, CanadaQBank and iatroX by Canadian context, question review, current access terms and the learning problem each solves.

Configure short-block Step 2 CK practice, preserve unseen questions and rehearse block closure without confusing a shorter block with a shorter exam.

Compare AMBOSS and iatroX for clinical reference, learning outside your specialty, mobile use and professional learning records.