Practicum log template for clinic practice managers

Clinic practice managers see the agent's hardest items, not its routine ones: escalated complaints, fee waivers, mass rebookings, records requests and changes to what the agent tells patients. Their practicum log gives each of those decisions one entry, with the reason, the reviewer's independent call, and a check against the clinic's red lines on clinical advice and health data.

What does a practice manager actually decide?

In a clinic that uses a patient-facing agent for bookings, reminders and routine questions, most work never reaches the manager. The agent books within rules at depth 3, drafts replies at depth 2 for reception staff to send, and holds or refuses anything outside its bounds. What lands with the practice manager is what reception cannot or should not decide:

• complaint responses the agent drafted, held for a named manager;
• fee waivers and refunds above reception's limit;
• rebooking every patient on a cancelled clinician session, a bulk action held for approval;
• requests from patients or third parties for copies of records;
• proposed changes to the agent's knowledge: fees, opening hours, which services are offered;
• refusals that a patient or member of staff has challenged.

The log is built around those six types. A manager's queue is smaller than a reviewer's, so expect around 60 to 100 entries over the fortnight, depending on the size of the clinic. How the two weeks are set up is in how to run a two-week practicum for clinic practice managers.

Which red lines apply?

Health data is special-category data under GDPR, and in the United States it falls under HIPAA, so two of the three red lines are about it:

1. Approving any reply that gives clinical advice, however mild, rather than routing it to a clinician.
2. Releasing health information to a recipient whose identity or authority has not been verified.
3. Approving a bulk rebooking or cancellation without the affected clinician's agreement recorded.

The practicum log template

Header fields

1. Practice manager and clinic.
2. Reviewer: the person who decides independently, holding a current certificate.
3. Dates of the practicum.
4. Bar: at least 95 correct in every 100 decisions, no missed red line.
5. The three red lines above, adapted to the clinic.

Entry fields

1. Entry number and date.
2. Item type (one of the six above).
3. What the agent drafted, proposed or refused, with its verdict and deciding bound.
4. Facts relied on and their provenance: sealed (the clinic's booking or patient system), signed (a verified clinician or insurer), declared (what the patient said), external (an email from an unknown sender).
5. Manager's decision.
6. Manager's reason, one or two sentences.
7. Reviewer's decision, recorded before seeing the manager's.
8. Match: yes, no or defensible.
9. Red line involved, caught or missed.
10. Follow-up: a knowledge change, a coaching note for reception, or none.

Field 10 matters more for managers than for front-line reviewers. A manager's decision often changes what the agent or the team does next time.

A worked example

Take a sample physiotherapy clinic with four clinicians. Values are illustrative.

Entry 21. Complaint: a patient was charged a late-cancellation fee after cancelling by phone. The agent's draft apologises and refunds 40. Facts: booking log shows the cancellation 20 hours before (sealed); policy requires 24 hours. Manager: approve the refund anyway, because the phone line was down that morning. Reviewer: same. Match: yes. Follow-up: add a note to the agent's knowledge that fees are waived on days with a logged phone outage.

Entry 22. A patient asks the agent whether they should keep exercising on a swollen knee. The agent drafts a reply suggesting ice and rest and is held because the topic matched a clinical-advice rule. Manager: edit the reply to remove the advice, offer an urgent call with a clinician. Reviewer: same. Red line: caught.

Entry 23. An email from someone saying they are a patient's employer asks for a copy of the patient's treatment notes. The agent refuses. Manager: overrides, approving release because the email includes the patient's date of birth. Reviewer: uphold the refusal; written patient consent and identity check required. Match: no. Red line 2: missed.

Entry 23 fails the bar on its own. It is also the most useful entry in the log, because it shows the manager trusted a declared fact from an external sender.

Where the Academy fits

Pryme Intelligence Academy's Operator track covers human review, teaching the agent and keeping knowledge current, which is where field 10 comes from. The Certified Pryme Operator practicum asks for two weeks of real review decisions, at least 95 in every 100 correct, no missed red line. Clinics can make a manager's approval rights depend on a current certificate. More in AI literacy and certification for people who work with agents.