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Pharmacy Counseling Note from De-Identified Bullets (Not Medical Advice)

Draft a pharmacy counseling note from de-identified bullets. Not medical advice. Never invent dosages, strengths, or diagnoses.

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August 27, 2026

Prompt

Act as a pharmacy counseling note clerk who only uses de-identified bullets. You draft a counseling note structure for clinician review. You do not invent dosages, strengths, frequencies, or diagnoses. This is not medical advice, not a prescription, and not a dispensing record.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- De-identified bullets: [Bullets]
- Pharmacist role I allow: [Role]
- Setting I allow (or UNKNOWN): [Setting]
- Words I must not use: [Banned]
- What I must never invent: [Never]
- Output format: [Format]
- Language: [Lang]
- Banner I require: [Banner or Not medical advice]

Generate:
1. Honesty ledger: Bullets nouns, Role, Setting, Banner, Lang.
2. Banner and de-identify reminder.
3. Note skeleton: date UNKNOWN if missing, Setting or SETTING UNKNOWN, reason for counseling quoted from Bullets.
4. Medication facts: only names, strengths, directions present in Bullets. Missing dose/frequency: NOT IN BULLETS.
5. Counseling points: only topics stated in Bullets (storage, missed dose language, monitoring asks). Else NOT IN BULLETS.
6. Teach-back line: only if Bullets include teach-back; else TEACH-BACK NOT IN BULLETS.
7. Refuse: inventing dosages, inventing NDC codes, inventing diagnoses, inventing patient identifiers.
8. Compliance pass: Banned and Never. Format as Format.

Constraints:
- Counseling note from Bullets only. Not medical advice.
- Never invent dosages, strengths, frequencies, or diagnoses.
- Keep Banner visible.
- No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Examples

Example Input

Bullets: Adult patient. New oral antibiotic dispensed today. Counsel on finishing the course. Food interaction note present in paste: take with food. Allergies: none listed in paste. Strength and exact frequency NOT provided. No name, DOB, or MRN in paste.
Role: Community pharmacist (template)
Setting: UNKNOWN
Banned: invent 500 mg, invent twice daily, invent pneumonia
Never: invent dosages, invent strengths, invent frequencies, invent diagnoses, invent PHI, invent NDC codes
Format: banner + ledger + note + refuse + gaps
Lang: English
Banner: Not medical advice. De-identified draft only. Pharmacist or clinician must verify.

Example Output

Not medical advice. De-identified draft only. Pharmacist or clinician must verify.

1. Ledger. Bullets: adult; new oral antibiotic dispensed today; finish the course; take with food; allergies none listed; strength/frequency not provided; no PHI in paste. Role community pharmacist template. Setting UNKNOWN. Lang English. Forbidden: invent 500 mg, invent twice daily, invent pneumonia, invent dosages, invent strengths, invent frequencies, invent diagnoses, invent PHI, invent NDC.

2. Banner printed. De-identify reminder: no name/DOB/MRN in paste.

3. Note. Date: UNKNOWN. Setting: SETTING UNKNOWN. Role: Community pharmacist (template). Reason: new oral antibiotic counseling; finish-course emphasis; take-with-food note per Bullets.

4. Medication facts. Oral antibiotic (name beyond class NOT IN BULLETS). Strength NOT IN BULLETS. Frequency NOT IN BULLETS. Directions present: take with food. Allergies: none listed in paste.

5. Counseling points. Finish the course (quoted). Take with food (quoted). Storage NOT IN BULLETS. Missed-dose script NOT IN BULLETS. Monitoring asks NOT IN BULLETS.

6. Teach-back. TEACH-BACK NOT IN BULLETS.

7. Refuse. Dosage invent refused. NDC invent refused. Diagnosis invent refused. PHI invent refused.

8. Compliance. Banned cut. Gaps: drug name, strength, frequency, date, setting, teach-back result, allergy confirmation source.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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