Conference Workshop
Download PDFFrom Clinical Problem to Clinical Impact:
Building AI That Improves Quality of Care
Faculty
Dr. Adil Haider, MD, MPH
Chief Artificial Intelligence Officer,
Carle Illinois College of Medicine
University of Illinois Urbana-
Champaign (UIUC)
Carle Illinois College of Medicine
University of Illinois Urbana-
Champaign (UIUC)
Dr. Unab I. Khan, MD
Professor of Medicine
Aga Khan University (AKU)
Aga Khan University (AKU)
Dr. Ayesha Memon
Clinical AI Fellow
Overview
This interactive workshop will provide participants with a practical, academically grounded framework for moving from a clinical quality problem to the design, evaluation, validation, and implementation of an AI-enabled solution.
The session will combine brief faculty presentations, a real-world clinical AI case study, and an interactive design exercise facilitated by Clinical AI Fellows.
Learning Objectives
By the end of the workshop, participants will be able to:
- Identify clinical problems and quality gaps appropriate for AI-enabled solutions.
- Translate a clinical problem into an AI model or workflow with measurable clinical outcomes.
- Evaluate clinical AI for quality, safety, reliability, bias, and guideline concordance.
- Incorporate human oversight and continuous quality monitoring into AI-enabled care.
- Design a preliminary AI intervention and evaluation framework for a primary care problem.
| Time | Session | Speaker |
|---|---|---|
| 11:15 – 11:25 | From AI to Better Care: Designing AI to Improve Quality, Access and Clinical Outcomes | Dr. Adil Haider |
| 11:25 – 11:40 | From Clinical Problem to AI Model: Data, Workflow, Validation and Implementation | Dr. Adil Haider Dr. Ayesha Memon |
| 11:40 – 11:55 | Quality Control for Clinical AI: Measuring Safety, Reliability and Clinical Quality; Introduction to ConvoQual | Dr. Unab I. Khan |
| 11:55 – 12:10 | Applied Case Study – Amal: Evaluating an AI-Enabled Clinical Interaction and the Upcoming EHS Rollout | Faculty Dr. Ayesha Memon |
| 12:10 – 12:30 | Interactive Clinical AI Design Lab: From Clinical Quality Gap to AI Intervention | Dr. Ayesha Memon |
| 12:30 – 12:40 | Group Presentations and Faculty Discussion | ALL |
| 12:40 – 12:45 | Closing Discussion: From Ideas to Clinical AI Research and Implementation | Dr. Adil Haider Dr. Unab I. Khan |
