GP care plans and AI patient privacy: what a chronic condition care plan gives away in ChatGPT or Claude.
A chronic condition care plan is a complete summary of a person’s health in two pages: every condition, every medication, the latest results, what the patient wants to achieve and who is helping them. It is long, repetitive to write and reviewed every few months, which is why GPs and practice nurses paste last year’s plan into ChatGPT or Claude to update it. This page marks every item in a routine care plan that the Privacy Act, Good medical practice and the NSW health records law bear on, and shows how the same plan is drafted on Ermos inside the practice.
The chronic condition care plan
Prepared by the GP, often with the practice nurse, for a patient with one or more chronic conditions, then reviewed at set intervals. Copies go to the patient and to the allied health practitioners named in the plan.
Wombeyan Street Family Practice
8 Wombeyan Street, Eastwood NSW 2122 · (02) 5550 0161
Chronic condition care plan · Review prepared 3 November 2026
Patient: Walter Kaminski, DOB 14 May 1948, 27 Tarrant Avenue, Eastwood NSW 2122, Medicare 2123 45670 11
Conditions. Type 2 diabetes (2009), chronic kidney disease stage 3a, hypertension, osteoarthritis of both knees. Fall at home in August 2026 with no fracture.2
Current medications. Metformin 500 mg twice daily (reduced for kidney function), empagliflozin 10 mg daily, amlodipine 5 mg daily, paracetamol 1 g up to three times daily.3
Recent results. HbA1c 7.6%, eGFR 52, urine albumin to creatinine ratio 6.1 mg/mmol (Ryde Pathology, 20 October 2026).4
Patient goals. Walter wants to keep walking to the bowling club twice a week and to stay in his own home. He finds the stairs to his bedroom hard and is worried about being moved into care.5
Actions. Podiatry review of foot sensation; exercise physiology for strength and balance; recheck kidney function in three months; discuss with Walter whether he should keep driving after the fall.6
Care team. Ella Whitcombe, Podiatrist, Eastwood Foot Clinic; Sam Ostrowski, Exercise Physiologist, Ryde Active Health7
Carer. Daughter, Joanna Kaminski, 04xx xxx 318, visits on Sundays and manages his medications from a weekly pack.8
This plan was prepared with the patient, who has agreed to copies going to the care team named above.9
Dr Rafael Szabo, GP, Provider no. 4xxxxxxB10 · Practice nurse: Mereana Tuck
An invented care plan. The Medicare number is a published test value and the mobile and provider numbers are masked. Hover or tap any highlighted item for the analysis; the full list is below.
What leaves the practice
- 1Name, date of birth, address and Medicare number
The identifiers that tie the whole plan to one man. The Medicare number is an identifier assigned by a government agency, and APP 9.2 limits when an organisation may use or disclose one. Privacy Act guide.
Frontier Models (ChatGPT, Claude) Transmitted to the provider, generally offshore on personal plans Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 2Every chronic condition and a recent fall
A list of diagnoses is health information, which the Privacy Act treats as sensitive information with stricter rules on use and disclosure. Patient data guide.
Frontier Models (ChatGPT, Claude) Sensitive health information transmitted; on consumer tiers it can train future models Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 3The medication list
Doses that show each condition being treated and a dose reduced for kidney function. Part of the record Good medical practice 10.5 asks a doctor to keep accurate and secure. Patient data guide.
Frontier Models (ChatGPT, Claude) A full medication list transmitted Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 4Pathology results
Laboratory values against a named patient, with the laboratory and date. Patient data guide.
Frontier Models (ChatGPT, Claude) Test results against a named patient transmitted Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 5Goals and a fear of residential care
What the patient said about his life and what frightens him. Private detail Good medical practice 4.4 asks doctors and their staff to hold in confidence. Patient data guide.
Frontier Models (ChatGPT, Claude) A patient’s fears about his future transmitted Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 6The actions, including a driving question
The GP’s plan for this patient, and a note that his fitness to drive is under discussion. A third party reading it learns something the patient has not yet decided to share.
Frontier Models (ChatGPT, Claude) A pending driving discussion transmitted Ermos Edge The draft is built from this item, so it often sits in a permitted excerpt that goes to a named Australian provider which keeps nothing Ermos Dominion Stays on the unit, but the GP still settles the actions with the patient - 7The allied health team
Named practitioners outside the practice. Their names are public, but the plan links them to this patient’s care.
Frontier Models (ChatGPT, Claude) Public names, but tied to this patient’s care Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 8A named carer with her mobile number
Personal information about someone who is not the patient, collected because she helps with his medications. Privacy Act guide.
Frontier Models (ChatGPT, Claude) A carer’s name and mobile transmitted Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 9The consent line
Records that the patient agreed to the plan going to the named care team. It covers those recipients; an AI provider is a different recipient the patient was never asked about. Patient data guide.
Frontier Models (ChatGPT, Claude) Wording about consent, though it shows the patient never agreed to this recipient Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office - 10The GP and practice nurse
Names on the public register and a masked billing identifier, linked here to this patient’s record.
Frontier Models (ChatGPT, Claude) Register names and a masked identifier, tied to the leaked record Ermos Edge Stays on your instance in Australia; leaves only inside a permitted excerpt, per question, to the named provider Ermos Dominion Stays on the unit in your office
What happens in Frontier Models (ChatGPT, Claude)
- The whole document is transmitted to the provider’s servers. On personal plans the user cannot choose where it is stored or processed, and for the major providers that has generally meant outside Australia, under that country’s legal process. Some business plans offer storage in Australia, but the provider still receives the content.
- On consumer tiers, prompts can be retained and used to train future models.
- The provider’s staff and systems can reach the content under the provider’s own policies.
- Once sent, the practice no longer controls it. Retention and deletion happen on the provider’s terms.
The same document on Ermos
Ermos Dominion
The document is drafted on a unit in your office, from your own templates and the patient record. Every marked item stays on the unit, which keeps working with the internet switched off. Nothing in it is transmitted to an AI provider, so there is no disclosure to analyse: the confidentiality work is the same as for your file server.
Ermos Edge
Your documents, the index and your access boundaries stay on your own instance in an Australian data centre. When a staff member asks for this draft, only their question and the excerpts they are permitted to see go to a named Australian provider, who is contractually barred from keeping the content or training any model on it. Nothing is processed outside Australia.
| Frontier Models (ChatGPT, Claude) | Ermos Edge | Ermos Dominion | |
|---|---|---|---|
| Where the document is processed | Provider servers, generally offshore on personal plans | Your instance in an Australian data centre; answers generated in Australia | The unit in your office |
| Who can read it | Provider staff and systems, under policy | Your staff, within the boundaries you set. The named Australian provider processes only permitted excerpts, under contract, and keeps nothing | Your staff only |
| Is it kept | On the provider’s terms | Kept on your instance; the provider is barred from retaining it | Stays on the unit |
| Can it train a model | On consumer tiers, yes | No, by contract | Only your own unit learns from it, on your hardware |
Part of AI data leakage in general practitioner (GP) practices. See how this works in practice: Care plans on Ermos.
Common questions
Do ChatGPT and Claude use the information in a GP care plan?
Is it safe to paste a GP care plan into ChatGPT or Claude if we remove the name?
Can ChatGPT or Claude be trusted to update a care plan from last year's version?
How can a GP use AI for a chronic condition care plan without sending it to ChatGPT or Claude?
The allied health team gets the plan anyway. Why does an AI tool matter?
Is a carer's phone number on a care plan covered by privacy law?
What does Ahpra expect if a GP uses AI to draft a care plan?
See Dominion answering from your own documents.
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