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AI-Assisted Triage Protocol for Medium-Complexity Clinics

Implements an AI-powered pre-triage system that prioritizes urgent cases, reduces wait times, and optimizes scheduling.

Structure an AI-assisted triage protocol for Brazilian clinics that categorizes patients by urgency level before their appointment, integrating with existing systems while complying with CFM and LGPD regulations.

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Prompt objective

Structure an AI-assisted triage protocol for Brazilian clinics that categorizes patients by urgency level before their appointment, integrating with existing systems while complying with CFM and LGPD regulations.

Real use case

CliniCare, a network of 4 occupational medicine clinics in Porto Alegre, serves 280 patients per day with only 2 receptionists per location. The average wait time is 47 minutes, and urgent cases frequently wait behind routine appointments. The manager wants to implement digital triage to properly prioritize without hiring additional staff.

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CLINIC NAMESPECIALTYNUMBER

Replace the placeholders with your own context before you run the prompt. That usually improves the first output more than adding more instructions later.

Prompt

Develop a complete AI-assisted triage protocol for [CLINIC NAME], specialty [SPECIALTY], with [NUMBER] patient visits/day across [NUMBER] locations.

**Regulatory Context (required understanding before implementation):**
- CFM Resolution 2.299/2021: AI use in medicine — AI assists, the physician decides
- LGPD: health data is sensitive data — requires explicit consent
- State CRM boards: verify local resolutions on digital triage systems
- Accountability: the physician remains responsible — AI does not replace clinical judgment

**Phase 1 — Triage Flow Definition:**

**Patient Entry Channel:**
- [ ] Proprietary app or partner platform (Doctoralia, iClinic, Metramed)
- [ ] WhatsApp Business with triage bot
- [ ] Digital kiosk at reception
- [ ] Web pre-consultation form
- [ ] All of the above with centralized data

**Triage Questions (customize by specialty):**

Block 1 — Identification (no sensitive data yet):
- Full name, date of birth, insurance/member ID
- Primary reason for visit (dropdown + open text field)
- Date of last visit to the clinic

Block 2 — Warning Signs (urgency flags):
- 'Are you currently experiencing any of these symptoms?' (list of critical symptoms for [SPECIALTY])
- 'How long have you had this?' (< 24h = possible urgency; > 7 days = elective)
- 'Have you been to an emergency room for this?' (yes = priority)
- 'Are you taking any continuous-use medications?' (list)
- 'Do you have any of these conditions?' (relevant comorbidities for [SPECIALTY])

Block 3 — Visit Context:
- Follow-up, first visit, or test results review?
- Do you have tests to show the doctor? (optional upload)
- Any mobility restrictions or special needs?

**Phase 2 — Priority Classification Algorithm:**

**Green Level (elective — wait in order of arrival):**
- Routine visit, check-up follow-up, prescription renewal without urgency
- No warning signs identified
- Service: standard appointment sequence

**Yellow Level (semi-urgent — priority on schedule):**
- Symptom with 24-72h progression
- Relevant comorbidity + new symptom
- Vulnerable patient (>70 years, pregnant, immunocompromised)
- Service: among the first 3 in queue when they arrive

**Orange Level (urgent — immediate slot):**
- 2+ simultaneous warning signs
- Symptom less than 24h with progression
- Service: immediate slot, physician notification via app

**Red Level (emergency — ER referral):**
- Immediate danger signs (chest pain + sweating, decreased consciousness, severe dyspnea, active bleeding)
- System does not treat — directs patient to nearest emergency room
- Automated notification to receptionist + WhatsApp message to patient

**Phase 3 — Technical Integration:**

**Implementation Options by Technical Maturity Level:**

Basic (cost < R$ 500/month):
- Google Forms + spreadsheet with conditional formatting + email notifications
- Typeform with conditional logic
- WhatsApp bot via ManyChat or Twilio

Intermediate (R$ 500-2,000/month):
- Digital anamnesis platforms: Anamnese.io, ProntoMed, Tria Saude
- Integration with existing EHR (Electronic Health Record)

Advanced (R$ 2,000+/month or custom development):
- LLM to interpret free-text complaints and classify
- HL7/FHIR integration for interoperability
- Real-time dashboard for nursing coordinator

**Phase 4 — Team Training:**

- Receptionists: how to handle patients who refuse to fill out the form
- Nursing technicians: how to use the triage level in the physical flow
- Physicians: how triage information arrives and what to do with it
- Managers: monitoring dashboard of triages by level throughout the day

**Phase 5 — Governance and Continuous Improvement:**

- Monthly audits: compare assigned triage level vs. actual level confirmed by physician
- Algorithm review criteria: if >10% of yellow cases are reclassified by the physician
- Technical responsible for the system: formally designated physician or nurse
- LGPD consent: collected before form begins, with clear purpose stated
- Success metrics: average wait time reduction, % of urgent cases reaching the physician in time, patient satisfaction (post-visit NPS)

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How to use this prompt

  1. 1Replace the key placeholders first: CLINIC NAME, SPECIALTY, NUMBER.
  2. 2Replace any bracketed placeholders like [this] with your own context.
  3. 3Add extra background information when you want more tailored results.
  4. 4Combine multiple prompts in one conversation when you need a richer output.
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