LO
Medicine — where it leads
Several directions, never one. Each says what your training reuses, what graduates typically lack, the real entry conditions, and one thing you can test this term. A degree is not assessed here — the assessment sits on the task, so follow any direction through to its occupation page.
Where it can lead#
General and primary care
task-level analysis →- What transfers
- The undifferentiated consultation is what this degree is actually built for: the history, the examination, and the decision about what would be dangerous to miss, all under time pressure and without the tests in hand.
- What graduates typically lack
- Graduates commonly arrive able to reason about a presented case but not to run a list — deciding how long each person gets, when to bring someone back rather than investigate now, and how to hold risk overnight. The tools entering this setting are triage and documentation tools, and nobody is taught when to override one.
- Entry reality
- Registration plus a training post, and the training post is the real bottleneck — it is rationed by the state or a professional body, not by demand. Expect a fixed number of years before you are the one signing.
Sit in on ten consultations and write down, for each, the moment the clinician decided what this was. Then ask them which fact made the difference. Half the time they will name something that was never written in the notes — that is the part no intake form collects.
Imaging and the diagnostic departments
task-level analysis →- What transfers
- Pattern recognition trained on volume, plus the anatomy and pathology the rest of the degree is built on. This is the specialty where the degree's technical core is most directly the job.
- What graduates typically lack
- Graduates entering this field now inherit a worklist where part of the routine volume has already been triaged or pre-read by a device. The scarce skill shifts from reading fast to knowing when the device's output is wrong in a way that matters — and the training still builds the first by doing the volume the device now takes.
- Entry reality
- A competitive specialty training post after registration. This is also the field where the most public predictions have been made about the job disappearing; the site's occupation page holds both those predictions and what has actually been measured, on the same page, deliberately.
Find out which imaging algorithms your teaching hospital has actually bought and switched on — not which it has trialled. Ask a registrar what changes in their day because of them. If the answer is nothing, that is a finding about deployment, and it is worth writing down with the date.
The procedural specialties
- What transfers
- Anatomy, physiology and the decision about when not to operate — the last of which is the part of surgical training that takes longest and transfers least.
- What graduates typically lack
- Graduates underestimate how much of these specialties is hours in a room doing a physical thing, and how little of the published material about AI and medicine is about that. This site does not have a page for surgery, anaesthetics or interventional work, so there is no task-level analysis here to send you to — that is our gap, not a judgement that the direction is safe.
- Entry reality
- The longest training of any direction here, and the one where the place you train decides most about what you can do afterwards.
Scrub in twice and time it: how many minutes of the case were the operation, and how many were positioning, consent, checklists and waiting. The ratio is the honest picture of the job, and it is not the one in the recruitment material.
Leaving the room: being the clinician the tools answer to
- What transfers
- A licence, plus the one thing no vendor and no engineer has: you have carried the decision yourself, so you know which of a tool's errors are survivable and which are not.
- What graduates typically lack
- Graduates have no training in procurement, evaluation design or how to say no to an institution that has already bought something. Deliberately unlinked here: this site's page on the person accountable for AI adoption is written about a company that buys and applies these tools, and a public hospital is not a company — the governance, the liability and the person who can veto are all different. Sending you there would be giving you an analysis of a different kind of organisation.
- Entry reality
- In most systems this is not a post you apply for. It accretes onto someone who is already clinically credible and who put their hand up once. Clinical credibility comes first, and it takes the same years as any other direction here.
Ask your hospital for the evaluation it ran before switching on one clinical tool — any tool. Whether you get a document, a slide deck, or nothing at all tells you more about this direction than any careers talk will.