AI for Clinicians

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Writing Return-to-Sport and Return-to-Work Letters

How to use an AI tool to draft clear, specific return-to-sport or return-to-work letters — giving employers, coaches, and insurers the clinical information they need.

The problem

Return-to-sport and return-to-work letters are requested constantly — by employers, insurers, sports clubs, and schools. They need to answer specific questions: Can this person do their job? Can they play? What can they not do? For how long?

Writing these letters from scratch is slow. They need to be precise without being diagnostic, clear without being overly prescriptive, and specific enough to be useful to someone who was not in the room with you. A poorly written letter generates follow-up requests for more information. A well-written one answers the question and closes the loop.

How AI helps

An AI tool can take your clinical assessment — the procedure performed, the recovery stage, the functional capacity, and the restrictions — and produce a structured, professional letter in the right format for the intended recipient. You provide the clinical facts. The tool produces the language and structure. You check and sign.

This is particularly useful for letters going to non-medical recipients — employers, HR departments, sports governing bodies — who are unfamiliar with clinical language and need clear, lay-friendly explanations of what your patient can and cannot safely do.

A real example

Mr James is an orthopaedic surgeon. He operated on a 26-year-old semi-professional rugby player six months ago for an anterior cruciate ligament (ACL) reconstruction. The player's rehabilitation has progressed well. He is at the point where contact training can be considered. The club physiotherapist has requested a letter for the club medical officer before the player returns to full contact.

Mr James opens an AI tool and types:

Try it yourself
Draft a return-to-sport letter from an orthopaedic surgeon to a sports 
club medical officer.

Patient context: male athlete aged 26, six months post ACL 
(anterior cruciate ligament) reconstruction of the right knee.

Current functional status: rehabilitation progressing well, completed 
running and agility programme, quad and hamstring strength testing 
satisfactory, cleared for graduated return to non-contact training.

Current restrictions: no full contact training at this stage; 
contact training may be considered at 7–8 months subject to 
ongoing physiotherapy assessment.

Format: formal letter with clinical summary, current status, and 
recommendations. Tone: professional, clear, readable for a non-surgeon. 
Do not include specific rehabilitation test scores or drug information.

The tool produces a two-paragraph letter with a clear structure. Mr James reads it. He adjusts the phrasing around "cleared for" — he prefers "may consider commencing" to reflect that the return to training is graduated. He adds the physiotherapist's name as the ongoing contact for progress. The letter is ready in five minutes.

Try it yourself

Prompt

Things to watch for

Clinical precision is your responsibility. The letter will say what you tell it. If your description of the patient's functional status is imprecise, the letter will be imprecise. The employer or club will act on what the letter says. Check every restriction and every timeline against your actual clinical assessment before signing.

Avoid over-committing on timelines. The tool may phrase timelines as definite ("the patient will return to full duties at 12 weeks") when your clinical assessment is more conditional. Change any definite timeline to conditional phrasing — "subject to satisfactory clinical review at twelve weeks" — unless you are genuinely certain.

Recipients need clarity, not clinical detail. Letters to employers and sports clubs do not need to include operative details, imaging findings, or clinical scores. The recipient needs to know: what can this person do, what can they not do, and for how long. Review the draft for any clinical detail that does not serve this purpose and remove it.

Insurance and medico-legal letters require special care. For letters that will be used in insurance claims or legal proceedings, the standard of documentation is higher. A drafting tool can provide the structure, but the content requires particularly careful clinical review and may warrant input from your medical defence organisation.

Remember: AI is a helpful assistant, not a clinician. You make the call.

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