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Integration with Human Experts
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Classroom Contents
Beyond Testset Performance - Strategies for Clinical Deployment
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- 1 Introduction
- 2 Overview
- 3 Model Performance
- 4 Objectives
- 5 Clever Hands Effect
- 6 Beyond Testset Performance
- 7 Failure Modes
- 8 Current Day Models
- 9 Clinical Deployment Papers
- 10 Use Cases
- 11 Integration with Human Experts
- 12 Algorithm Aversion
- 13 Radiology
- 14 Paper
- 15 Framings
- 16 Variables
- 17 Survival Analysis
- 18 Takeaways
- 19 Strategies for Clinical Deployment
- 20 Benefits of Better Testsets
- 21 Other Strategies
- 22 Incremental Learning
- 23 Federated Learning
- 24 Designing Human AI Collaboration
- 25 Personal comments
- 26 What are doctors looking for
- 27 Thoughts on AIbased biomarkers
- 28 Wisdom from the crowd
