Journal

A record–review–repeat workflow for SimPrep AI's AI patient consultations, with the honest caveat that its case count and pricing need checking on the product page — plus how to ca...

A record–review–repeat workflow for SCA Prep's AI voice roleplays and case generator: build a balanced case set across the RCGP Clinical Experience Groups, calibrate the AI's score...

A workflow for calibrating CliniTalk's automated SCA feedback against the three official RCGP domains — sorting each comment by observability, adding human calibration, and using i...

A step-by-step workflow for using Arora Medical Education to build an MRCGP SCA case set that is balanced across the RCGP Clinical Experience Groups, keeps cases unseen for honest ...

A reusable checklist for proving you have actually covered the MRCGP AKT — the clinical, evidence-based-practice and organisational strands — across currency and unseen performance...

A structured audit of Secret SSM's SELF smart tutor for the Concorso SSM, scoring grounding, reasoning, calibration and exam fidelity, with attention to negative marking and the na...

A reusable, clinician-built checklist for proving you have covered USMLE Step 3 — including the CCS component that no MCQ bank can rehearse — before you stop doing new questions.

Finishing a Step 2 CK bank measures recognition, not transfer — and a completion percentage cannot see NBME physician-task framing, long-stem extraction, multimedia items or a nine...

A first-pass, review and exit plan for UWorld's ABIM QBank that protects an unseen pool for mixed assessment, codes every miss to one action, and exits on coverage rather than 100%...

A workflow for Rosh Review (part of Blueprint) that treats its analytics and probability-of-passing model as signals to weigh, not instructions to obey, and sets clear rules for mo...

An adaptive-study workflow for NEJM Knowledge+ (now delivered on AMBOSS) that sets blueprint domain floors so a rising mastery score can never bury the 1–3% ABIM categories.

A feature-by-feature workflow for taking ACP MKSAP towards ABIM certification: give each tool one job, protect your unseen questions, and switch resources on the evidence of your o...