Oct 9, 2025
This lecture presents practical strategies for using AI tools to enhance medical education, productivity, and clinical skill development, emphasizing prompt design and specific AI applications for students and trainees.
Certainly! Here are all the AI prompts from the lecture, organized by their application area and following the RTFC (Role, Task, Format, Context) framework:
Create a Custom AI Tutor
Act as an experienced [specialty] surgeon with decades of experience teaching residents.
Your role is to help me understand [specialty] principles through analogies and simple language that makes difficult topics stick.
Explain concepts in a way tailored to my learning needs.
Create Flashcards Instantly
Act as a medical educator creating study materials.
Turn these lecture notes into 15 flashcards with questions that require active recall, not just recognition.
Format them with a question on one side and detailed explanations on the other.
Focus on clinical application and ensure each question tests understanding, not memorization.
Generate Practice Questions
Act as a board question writer with expertise in USMLE style questions.
Create 10 clinically relevant questions about [topic] with detailed explanations for each answer choice, including why the wrong answers are incorrect.
Focus on high-yield concepts and clinical reasoning.
Format each question with a brief clinical vignette when appropriate.
Summarize Dense Medical Literature
Act as a medical researcher summarizing literature for clinical application.
Summarize this research article highlighting key clinical takeaways, practice-changing information, and relevance to patient care.
Focus on what a practicing physician needs to know and critique the strengths and weaknesses of the methodology.
Create Learning Tools
Act as a medical educator creating memorable learning tools.
Create effective learning devices for [medical topic], including mnemonics, analogies, and conceptual frameworks that help with long-term retention and clinical application.
Simulate Clinical Teaching
Act as a [specialty] attending conducting bedside teaching.
Ask me progressively challenging questions about [topic], starting with basic concepts.
Provide hints if I struggle and explain the clinical reasoning behind each answer.
Simulate the pimping experience.
Generate Spaced Repetition Schedules
Act as a learning scientist specialized in medical education.
Create a 30-day spaced repetition schedule for mastering [topic].
Include what to review each day and when to revisit material based on memory science and forgetting curves.
Optimize for long-term retention.
Draft Custom Study Schedules
Act as a medical education adviser.
Create a realistic daily study schedule for [time frame] to prepare for [specific goal].
Include topics to cover while incorporating active recall and spaced repetition principles.
Account for clinical duties and adjust based on high-yield concepts.
Prioritize Your Chaos
Act as a productivity consultant for medical professionals.
Organize these tasks into a prioritized action list with time estimates.
Consider which tasks are urgent versus important and suggest what I should tackle first based on maximum impact and deadlines.
Voice Memos to Action Items / Professional Email Drafting
Act as a professional communication adviser for medical trainees.
Help me write a professional email for [specific purpose].
The tone should be [desired tone] and include [specific details about your situation].
Automate Recurring Tasks with Templates
Act as a medical educator.
Create a comprehensive template for [task, e.g., presenting patient cases during educational conferences] that includes all essential elements and follows standard medical presentation format.
Make it comprehensive but easy to follow.
Literature Review Summaries
Act as a medical researcher conducting a literature review.
Synthesize the main findings from these studies.
Identify any conflicting results.
Highlight gaps in the current literature and suggest areas where further research is needed.
Research Paper Outlines
Act as an academic medical writer.
Create a detailed outline for a research paper about [topic], including what should go in each section, key points to address, and logical flow between sections.
Follow standard medical journal format.
Edit and Polish Writing
Act as a medical writing editor.
Improve this text for clarity, professional tone, and impact while maintaining all medical accuracy.
Point out any awkward phrasing, unclear sentences, or areas where the argument could be stronger.
Data Interpretation Help
Act as a biostatistician explaining results to medical researchers.
Help me understand what these statistical results mean in clinical context and suggest appropriate interpretation for [type of study].
Explain the clinical significance of these findings.
Case Presentation Summaries
Act as a medical educator helping with case presentations.
Organize this patient case into a clear and concise presentation that follows standard medical presentation structure and highlights the most clinically relevant details.
SOAP Note Organization
Act as a clinical documentation expert.
Organize the patient history, physical exam findings, diagnostic interpretations, and treatment plan into a professional SOAP note that's comprehensive but concise.
Differential Diagnosis Practice
Act as a clinical reasoning expert for this presentation.
Provide a systematic differential diagnosis ranked by likelihood.
Explain your reasoning for each possibility and suggest what additional tests would help narrow down the diagnosis.
CV Optimization
Act as a medical career adviser specializing in residency applications.
Analyze this CV.
What's missing? What could be stronger? How should I better highlight my experiences?
Medical News Summaries
Act as a medical information specialist for [specialty] of interest.
Summarize the most important recent developments this month, including new guidelines, significant research findings, and practice-changing information.
Specialty Learning Plans
Act as a [specialty] career mentor.
Create a comprehensive learning plan to prepare for [specialty] residency, including key topics, recommended resources, timelines for preparation, and ways to gain relevant experience and mentorship.
If you'd like, I can help you customize any of these prompts for your specific needs!