GP Clinical Labeller (Fixed Term Contract)
Healthtech 1Stratford, East LondonPosted 11 December 2025
Tech Stack
Job Description
GP Clinical Labeller (Fixed Term Contract)
LET'S MAKE THE NHS THE MOST ADVANCED HEALTHCARE SYSTEM IN THE WORLD 💙
The world’s best healthcare, for free. It's not a new idea, it's called the NHS. But the largest healthcare provider is fundamentally broken. So we’re on a mission to fix it with technology that actually works.
We love the NHS because it’s accessible to all, free at the point of delivery and employs millions up and down the UK. But we've all read the headlines. It's under intense pressure with rising costs, GP strikes, budget uncertainty and an ageing population. Which means longer wait times, fewer appointments and lower quality care for the people who need of it most. The NHS is beautiful, but broken.
The largest cost (£66bn+) is staff, who spend a ridiculous amount of time on mundane admin. 35% of NHS staff are employed to complete administrative work all day, every day. And that's where we're making a difference.
We're focused on relentlessly automating repetitive processes within the NHS. And we’ve had great early success. Our first product, Automated Registrations, is already used by 24% of GP practices in England. With this wedge in the market, we're now building more powerful tech that unlocks access to healthcare for the entire nation. Check out bookable.health https://bookable.health/?utm_source=ashby for a sneak peek.
⛩️ OUR PRINCIPLES
Exciting challenges lie ahead—guided by our principles, we’ll meet these challenges with a thoughtful and caring approach to support our community of NHS GP practices. These principles drive everything we do at Healthtech-1:
1. 💙 Care deeply
2. 🏋️♀️ Work hard
3. 🤝 Be your word
4. 💬 Trust in radical truth and transparency
5. 🚀 Do your life's best work
6. 🥳 Find the fun
Read more about our principles in the Healthtech-1 Handbook https://link.ht1.uk/handbook.
👉 SUMMARY OF THE ROLE
We are recruiting UK GPs with recent hands-on primary care total triage experience to help label anonymised patient requests for an AI triage project.
This is remote contractor work, batch-based, with an initial project and likely further ad hoc work. You will review anonymised requests and assign structured labels on urgency, emergency exclusion, care navigation, and missing information. There will be no live patient contact.
We are looking for GPs who are comfortable making asynchronous triage decisions from written submissions, and can work consistently to a clear labelling framework.
- Role title: GP Clinical Labeller – UK Primary Care Triage
- Requirements: current GMC registration and recent UK GP experience, with recent practical experience of digital/online/total triage.
- Engagement: Remote fixed-term contractor, batch-based work, initial project with likely further ad hoc batches. You are not expected to work hybrid 3:2 as outlined below (these requirements are for permanent roles only).
- Purpose: Review anonymised UK primary care patient requests and assign structured triage labels to support development and evaluation of an AI triage engine.
- Core task: Simulate the judgement of a GP working in a UK total-triage workflow: determine route, urgency, whether emergency can be excluded, whether there is enough information for a final disposition, and the most appropriate care-navigation category.
- Rate: around £100/hour, for 8-10 hours + paid calibration time. There is opportunity to extend contract. Benefits listed below are preserved for those in our team working with us long-term (not applicable for this role)
👉 RESPONSIBILITIES
- Initial 30min calibration session (remote).
- Independently review anonymised request data using a written labelling manual.
- Assign structured labels according to the labelling manual.
- Work within data-protection, confidentiality, and secure-system requirements.
👉 MUST-HAVES
- Fully qualified GP on the UK GP Register with current GMC registration and licence to practise.
- Recent hands-on experience of total triag ... (truncated, view full listing at source)
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