ChatGPT Prompts for Healthcare Professionals

Create a patient education handout for the following condition or procedure.

Condition/Procedure: [e.g., Type 2 Diabetes Management | Post-Knee Replacement Recovery | Colonoscopy Preparation]
Patient population: [general adult | pediatric (parent-facing) | geriatric | prenatal]
Reading level target: [5th grade | 8th grade | general adult]
Language: [English | specify other]
Key topics to cover: [list 4-6 specific areas, e.g., what the condition is, symptoms, treatment options, lifestyle changes, when to seek emergency care]
Medications commonly prescribed: [list if applicable]
Practice-specific instructions: [any custom protocols your clinic follows]

Format requirements:
- Use plain language — avoid medical jargon or define it in parentheses when unavoidable
- Include a "When to Call Your Doctor" section with specific warning signs
- Add a "Questions to Ask at Your Next Visit" section with 3-5 suggested questions
- Use bullet points and short paragraphs for scannability
- Include a space for the provider's name, phone number, and next appointment date
- Keep total length under 2 pages when printed

Summarize the following clinical encounter into a structured note format.

Encounter type: [office visit | telehealth | urgent care | ED follow-up | post-surgical]
Patient context: [age range, gender, relevant medical history — use anonymized data only]
Chief complaint: [primary reason for visit]
History of present illness: [narrative of symptoms, onset, duration, severity, aggravating/relieving factors]
Examination findings: [relevant positive and negative findings]
Assessment: [working diagnosis or differential diagnosis list]
Plan: [treatment plan, medications, referrals, follow-up timeline]

Summarize into:
1. A concise 2-3 sentence clinical summary suitable for a referral letter
2. A patient-friendly summary (3-4 sentences, plain language) suitable for a portal message
3. Key action items for the care team (bullet list)
4. Follow-up triggers — specific symptoms or timeframes that should prompt the patient to return
5. ICD-10 code suggestions based on the assessment (note: verify all codes before submission)

Summarize the following research paper for clinical decision-making.

Paper title: [title]
Authors: [first author et al.]
Journal: [journal name]
Publication year: [year]
Study type: [RCT | meta-analysis | cohort study | case-control | systematic review | case series]
Key findings to focus on: [paste the abstract or key results section]

Generate:
1. One-paragraph plain-language summary a busy clinician can read in 60 seconds
2. Study design and methodology assessment (strengths and limitations in 3-5 bullets)
3. Key statistics: sample size, primary outcome, effect size, confidence intervals, NNT if applicable
4. Clinical relevance: How does this change or confirm current practice? Be specific.
5. Patient population applicability: Who do these findings apply to? Who was excluded?
6. Comparison to existing guidelines: Does this align with or contradict current [ACR | AHA | NICE | WHO | specify] guidelines?
7. Bottom line: One sentence a provider could use in a patient conversation
8. Limitations the provider should be aware of before changing practice

Create a comprehensive patient intake form for the following practice type.

Practice type: [primary care | orthopedics | dermatology | mental health | pediatrics | OB/GYN | cardiology | specify]
New or returning patient: [new patient | returning patient update]
Age group: [pediatric | adolescent | adult | geriatric]
Regulatory requirements: [HIPAA — US | PHIPA — Canada | GDPR — EU | specify]
EHR system (for field alignment): [Epic | Cerner | Athenahealth | generic]
Special screening tools to include: [PHQ-9 | GAD-7 | AUDIT-C | falls risk | none]

Generate:
1. Patient demographics section (name, DOB, contact, emergency contact, insurance)
2. Medical history section with common conditions checklist relevant to [practice type]
3. Surgical history section
4. Current medications section (with dosage, frequency, prescriber fields)
5. Allergies section (medication, food, environmental — with reaction type)
6. Family history section focused on conditions relevant to [practice type]
7. Social history (occupation, tobacco, alcohol, exercise, diet — appropriate detail level)
8. Review of systems checklist tailored to [practice type]
9. Consent and privacy acknowledgment section
10. Any required screening questionnaires listed above

Analyze the following medication list for potential interactions and safety concerns.

Patient profile: [age range, gender, weight range if relevant, renal function if known, hepatic function if known]
Current medication list:
- [Medication 1: name, dose, frequency, indication]
- [Medication 2: name, dose, frequency, indication]
- [Medication 3: name, dose, frequency, indication]
- [Add all current medications]
Proposed new medication: [name, proposed dose, frequency, indication]
Known allergies: [list drug allergies with reaction type]
Relevant conditions: [renal impairment | hepatic impairment | pregnancy | breastfeeding | none]

Analyze and provide:
1. Drug-drug interactions: List each interaction pair, severity (major | moderate | minor), mechanism, and clinical significance
2. Drug-disease interactions: Flag any medications that may worsen existing conditions
3. Duplicate therapy: Identify any therapeutic duplications
4. Dosing concerns: Flag doses that may need adjustment for renal/hepatic function or age
5. Monitoring recommendations: What labs or vitals should be monitored and how often
6. Deprescribing opportunities: Any medications that may no longer be necessary
7. Patient counseling points for the proposed new medication

IMPORTANT: This output is for preliminary review only. Always verify interactions using a clinical decision support tool (Lexicomp, Micromedex, or Clinical Pharmacology) before making prescribing decisions.

Create a staff training module outline for the following healthcare topic.

Training topic: [e.g., HIPAA Compliance Refresher | Infection Control Best Practices | New EHR System Workflow | Patient De-escalation | Cultural Competency in Patient Care]
Target audience: [clinical staff | front desk/admin | all staff | nurses only | new hires]
Compliance requirement: [annual mandatory | onboarding | new regulation | voluntary professional development]
Duration target: [30 minutes | 1 hour | half-day | self-paced over 1 week]
Delivery format: [in-person lecture | slide deck | e-learning module | hands-on workshop | blended]
Regulatory body/standard: [OSHA | Joint Commission | CMS | state health department | specify]

Generate:
1. Learning objectives (3-5 measurable outcomes using Bloom's taxonomy verbs)
2. Module outline with timed sections
3. Key content points for each section (bullet format, include relevant regulations and citations)
4. 2-3 real-world scenario exercises or case studies relevant to [practice type]
5. Knowledge check questions (5-10 multiple choice with answer key and explanations)
6. Competency assessment rubric for hands-on skills (if applicable)
7. Required documentation: attendance log template and completion certificate language
8. Resources and references for further learning

Write a follow-up email to send to a patient after their appointment.

Visit type: [annual wellness | post-procedure | chronic disease management | new diagnosis | specialist referral follow-up]
Key discussion points from visit: [list 3-5 topics covered]
Action items for patient: [list specific tasks, e.g., start new medication, schedule lab work, follow dietary changes, complete referral]
Medications changed: [list any new, adjusted, or discontinued medications with instructions]
Next appointment: [date/timeframe | "call to schedule when..."]
Lab or imaging results pending: [yes — expected in X days | no]
Referrals placed: [specialist type, name if known, contact info]
Patient portal available: [yes | no]

Email requirements:
- Warm, professional tone — address patient by first name
- Summarize what was discussed in plain language (no medical jargon)
- List action items as a numbered checklist the patient can follow
- Include "when to contact us sooner" triggers
- Provide the office phone number and patient portal link
- Keep under 300 words
- Include a HIPAA-appropriate disclaimer footer
- Do not include specific diagnoses or sensitive test results in the email body — direct them to the patient portal for those

Rewrite the following medical text at a [5th grade | 6th grade | 8th grade] reading level while preserving clinical accuracy.

Original text:
[Paste the medical text, discharge instructions, consent form language, or clinical explanation here]

Context: [patient education | consent form | discharge instructions | medication guide | website content]
Audience: [general public | elderly patients | parents of pediatric patients | ESL patients]

Requirements:
- Replace all medical jargon with plain-language equivalents (e.g., "hypertension" → "high blood pressure")
- Where medical terms must be used, define them in parentheses on first use
- Break long sentences into shorter ones (aim for 15 words or fewer per sentence)
- Use active voice ("Take your medicine at 8 AM" not "Medication should be administered at 0800")
- Convert any numerical lab values into plain-language interpretations
- Add analogies or comparisons where they aid understanding
- Format with headers, bullet points, and bold key actions
- Flag any sections where simplification might reduce clinical precision — note these as "[Provider Review Needed]"
- Output both the simplified version and a change log noting every medical term that was replaced

Generate a SOAP note template customized for the following encounter type.

Encounter type: [primary care follow-up | urgent care visit | psychiatric evaluation | physical therapy session | prenatal visit | post-operative check]
Specialty: [family medicine | internal medicine | psychiatry | orthopedics | OB/GYN | specify]
Chief complaint category: [acute illness | chronic disease management | preventive care | injury | mental health | pain management]
Billing consideration: [standard office visit | prolonged visit | telehealth modifier | specify]

Generate a SOAP template with:

Subjective:
- Chief complaint with HPI framework prompts (onset, location, duration, characteristics, aggravating/relieving factors, timing, severity)
- ROS checklist relevant to the chief complaint category (positive and pertinent negatives)
- Medication adherence and side effects check
- Relevant social/lifestyle factors

Objective:
- Vital signs section with normal ranges for reference
- Physical exam checklist relevant to [specialty] and [chief complaint category]
- Lab/imaging results section with date fields
- Screening tool results (if applicable)

Assessment:
- Primary diagnosis with ICD-10 code field
- Differential diagnosis list (numbered)
- Problem list update section
- Risk stratification notation

Plan:
- Medications (new/changed/continued) with patient education notes
- Orders (labs, imaging, referrals)
- Patient education provided and method (verbal, handout, portal)
- Follow-up timeline with specific return triggers
- Time spent documentation (for billing compliance)

Write marketing content for a healthcare practice to attract new patients.

Practice name: [name]
Specialty: [primary care | dermatology | dental | orthopedics | mental health | specify]
Location: [city, state]
Target patient demographic: [young families | seniors | athletes | corporate employees | specify]
Content type: [website About page | Google Business Profile description | social media post series | patient newsletter | blog post]
Unique differentiators: [list 3-5 things that set this practice apart, e.g., same-day appointments, multilingual staff, advanced technology, extended hours]
Services to highlight: [list 3-5 key services]
Provider credentials to mention: [board certifications, fellowship training, years of experience]
Patient reviews/testimonials available: [yes — include themes | no]
Tone: [warm and approachable | clinical and authoritative | modern and tech-forward]

Requirements:
- Comply with healthcare advertising regulations — no guarantees of outcomes
- Avoid superlatives ("best doctor in the city") unless backed by verifiable awards
- Include a clear call to action (book online, call, visit)
- Optimize for local SEO if web content: include [city], [neighborhood], and [specialty] naturally
- Focus on patient benefits and experience, not just credentials
- If social media: create a 4-post series with suggested images/topics for each
- Do not include patient testimonials without noting they reflect individual experiences

Create a study guide for the following continuing education topic or board exam preparation.

Topic: [e.g., Pharmacology Update 2026 | Pediatric Emergency Assessment | Diabetic Foot Care | Psychiatric Medication Management]
Exam/certification: [USMLE Step 3 | NCLEX-RN | board recertification — specify specialty | CME credit topic]
Difficulty level: [foundational review | intermediate | advanced/board-level]
Time available for study: [1 week | 2 weeks | 1 month | ongoing review]
Learning style preference: [visual (tables/diagrams) | case-based | Q&A format | concept maps]

Generate:
1. Topic overview: Key concepts in a hierarchical outline (3-4 levels of detail)
2. High-yield facts: 15-20 must-know points formatted as flashcard pairs (question | answer)
3. Clinical decision algorithms: Step-by-step decision trees for common scenarios within this topic
4. Pharmacology table (if applicable): Drug class, mechanism, indications, key side effects, contraindications, monitoring
5. Practice questions: 10 board-style multiple choice questions with detailed answer explanations and references
6. Common exam pitfalls: 5 frequently tested misconceptions or tricky distinctions
7. Mnemonics: Create 3-5 memory aids for complex lists or criteria
8. Recommended study schedule based on [time available]
9. Key references and guidelines to review (cite specific guideline names and years)

Draft a medical necessity letter for insurance pre-authorization.

Patient information: [age, gender — anonymized for AI use]
Insurance company: [payer name]
Procedure/treatment/medication requiring authorization: [specific name, CPT/HCPCS code if known]
Diagnosis: [primary diagnosis with ICD-10 code]
Clinical justification: [describe why this treatment is medically necessary — include symptom severity, functional limitations, and impact on daily life]
Conservative treatments already tried: [list prior treatments with dates, duration, and outcomes]
Relevant lab/imaging results: [summarize key findings that support medical necessity]
Clinical guidelines supporting this treatment: [cite specific guidelines — e.g., ACR Appropriateness Criteria, NCCN Guidelines, AUA Guidelines]
Peer-reviewed literature supporting this treatment: [cite 2-3 studies if available]
Urgency: [routine | urgent — specify why]
Requesting provider: [name, credentials, NPI — leave as placeholder fields]

Letter requirements:
- Address to Medical Director of the insurance company
- Open with a clear statement of what is being requested and why
- Present clinical evidence in a logical progression: diagnosis → failed conservative treatment → medical necessity → guideline support
- Use clinical language appropriate for peer-to-peer review
- Reference specific plan coverage criteria if known
- Include a peer-to-peer review availability statement
- Close with a request for timely determination citing applicable state/federal timeliness requirements
- Format as a formal medical letter with letterhead placeholder