This article is adapted from Dr Koshy Jacob's "Building Revise Radiology in Public" series on LinkedIn.

If you're trying to prepare for the FRCR by reading textbooks cover to cover and it doesn't seem to be sticking, the problem probably isn't you. It may be the method. Because that's not how most radiologists actually learn, and it's worth understanding why before you spend another weekend on page one of a textbook you'll never finish.

How I actually studied

When I was preparing for the FRCR, I didn't read textbooks from cover to cover. Partly there was simply too much material, and partly I never had the patience for that kind of linear slog. Instead I used questions as my anchor: do a set of practice questions, get things wrong, then read around those specific topics rather than trying to cover everything in advance.

Mind maps helped enormously too. I'd take a diagnosis like osteoarthritis, put it in the centre, and branch out into clinical features, investigations, and management. That forced me to make connections rather than memorise isolated facts, which is what actually makes knowledge retrievable under exam pressure.

It turns out this isn't just me

Here's what I've understood since. That approach isn't unique to me. It's how most radiologists learn, full stop: not from textbooks read end to end, but from doing cases, making mistakes, and building pattern recognition over time through volume and spaced repetition.

We went to UKIO recently with one question in mind: how do radiologists actually learn, not just for exams, but across a whole career, from training all the way through into consultant life? If we're going to build something genuinely useful, it has to be based on how people really learn, not how we imagine they learn.

Professor Ram Senasi put it simply when we caught up with him. Pick a bell, see it again, and again, and eventually it goes in. That's spaced repetition in a sentence, and it's as true in your tenth year of reporting as it is the month before an exam.

What struck us most across the few days was how many people were willing to talk openly about education, training, reporting, technology, and workforce support without keeping everything in separate boxes. Those things aren't really separate, and the learning gets better when you stop treating them as if they are. We went in thinking mainly about how to support radiologists better across their careers, and came away with that, plus new ideas about how to support radiographers in their own learning journey too.

Why most study platforms work against you

The trouble is that most learning platforms are built around exam cycles. You sign up when a sitting approaches, cram for a few months, pass, and leave. The tool only exists in your life during the panic window.

We've been guilty of that model too, so this isn't a criticism from the outside. But it fights the way learning actually works. Pattern recognition is built by seeing cases repeatedly and spacing that exposure over time, which is exactly what a cram-and-leave cycle prevents.

How to study in a way that sticks

If you take one practical thing from this, let it be the shape of the method rather than any single tool:

• Anchor on cases and questions, not chapters. Start by attempting, not by reading. Let what you get wrong tell you what to read.

• Connect outwards. When you meet a diagnosis, link it to related cases, differentials, and the underlying theory, so it sits in a web rather than a list.

• Repeat over time. See the same patterns again, spaced out, rather than massing everything before a deadline.

• Make mistakes early and often. Getting a case wrong in practice is the cheapest way to make it stick.

None of this requires our platform. It's just how the learning works, and you can apply it with whatever resources you have.

What we're building around it

This is also the thinking behind Core, our exam-agnostic, mainly case-reporting learning environment. You practise real cases, receive AI feedback, and connect each case outwards to related cases and theory. It's designed for the whole of training and beyond, not only for candidates approaching a particular exam.

It's also why our Mastery courses are moving to a structured cohort model, with the first cohort running this autumn, and why we're adding gamification, such as streaks, badges, and Revise Points, to make the long journey a bit more enjoyable. Learning that's meant to last for years should feel sustainable, not like a sprint you dread.

The point

The exam matters, but it's a checkpoint, not the destination. If you study in a way that mirrors how radiologists genuinely build expertise, cases, connections, repetition, you're not just preparing for a sitting. You're becoming a better radiologist, and the pass tends to follow.

If you want to learn the way the skill is actually built, explore Core and practise real cases with feedback, whatever stage of training you're at.

Preparing for a specific exam? See how the Mastery cohorts work.

This article is adapted from two posts in Dr Koshy Jacob's "Building Revise Radiology in Public" series on LinkedIn.

Originally shared by Dr Koshy Jacob on LinkedIn. Read the original posts here: the UKIO reflections and on how radiologists learn