Stanford tech healthcare notes
Introduction
- Honor and welcome to all participants
- Encourage active participation by turning on cameras
- Brief overview of session purpose: Learning about technology and health care
Icebreaker Activity
- Mention of Mentimeter for gauging interest
- Scanning of QR code for participation in a question
- Alternative access through menti.com
Session Overview
Schedule Details
- Introduction by the host
- Doctor Shu to discuss the fall technology internship
- Lecture on medical technologies by Dara
- Guest speaker, doctor Pat, focusing on AI and healthcare intersection
- Interactive activity using a mirror board to engage participants
Logistics
Key Points
- Participation in the Slack channel is essential for communication regarding homework and updates
- Optional lab sessions available for hands-on coding experience in AI applications in healthcare
- Offered topics: Intro to Python, developing convolutional neural networks, and medical calculators
- Access to a PDF document with additional information available via QR code or the Slack channel
- Importance of post-session surveys for feedback on the course effectiveness and improvement suggestions
- Contact Allison for Slack access issues
Introduction of Program
Doctor Larry Chew's Introduction
- Professor of Anesthesiology at Stanford, overseeing clinical anesthesiology including perioperative, ICU, labor and delivery, and emergency care
- Acknowledgment of both returning and new participants
- Context of the internship stemming from prior summer interest
Program Objectives
- Deep focus on healthcare technology as a vital area of exploration
- Overview of the teaching assistants: Jason (undergraduate from Brown University), Eugenie (recent graduate), Dara (machine learning engineer), and Alison Butinski (SASE program manager)
Importance of Engagement
- Encouragement for active participation throughout the program
- Interaction with guest speakers and fellow interns is crucial
- Positive remarks about the community building within the group
- Invitation to provide topics of interest to be incorporated into future lectures
Insights on Technology's Role in Healthcare
Key Themes by Doctor Chew
- Personal anecdotes regarding historical intersections of technology and healthcare, including major industry figures' interactions
- The misunderstanding of technology’s purpose in healthcare
- Importance of curiosity, open-mindedness, and dialogue in advancing health technology
- Patient perspective in evaluating healthcare technologies
- Engagement and collaboration of diverse voices including perspectives from doctors, patients, and industry professionals
Lecture by Dara: Evaluating Technology in Healthcare
Overview of Technology Testing
- Necessity of testing technologies at population and individual levels
- Concept of clinical trials: focuses on averages but needs to consider individual differences
- Importance of comparing individual outcomes to population data to ensure relevant clinical decisions
Metrics for Evaluation
Population Level Testing
- Concepts of sensitivity and specificity in diagnostics
- Key measures include Mean Absolute Error and calibration of risk predictions
Individual Level Testing
- Emphasis on technology accuracy for individual patients
- Discussed metrics such as accuracy, precision, and measurement consistency
Focus on AI and Health Technology
- Highlighted case study of Apple Watch's hypertension feature
- Discussion on algorithm performance variability across different demographics
- Importance of adjusting technology to meet diverse patient needs
Interactive Segment: Miro Board Activity
Population Level vs. Individual Level Testing
- Participants divided into groups to discuss testing an app for skin conditions across diverse populations and individual cases
- Prompts encourage critical engagement about how technology should serve different users in health contexts
Guest Lecture by Doctor Pat: Designing AI for Human Flourishing
Introduction to Cyborg Psychology
- Doctor Pat's background and research focus
- Concepts of AI as a tool for enhancing human capabilities rather than replacing them
Themes in Technology Development
- Human flourishing as the framework for evaluating the impact of technology
- Specific ongoing projects including Future You (digital twin concept) and variable reasoning for critical thinking enhancement
Addressing Emotional and Psychological Impacts
- Discussed investigative approaches in AI's relationship with humans, including emotional manipulation and the importance of regulations for vulnerable populations
Future Direction and Philosophical Considerations
- Urging reflection on the intersection of technology and personal agency
- Development of ethical measures to ensure AI contributes to positive human experiences
Conclusion and Wrap Up
Final Thoughts from Doctor Chew
- Encouragement for thoughtful reflection on the internship experience and participant roles
- Call for engagement in discussion about cyclic health and the future of AI in healthcare
- Importance of filled surveys for course improvement and feedback
- Final acknowledgments and session end