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Evaluating Chat Generative Pre-trained Transformer Responses to Common Pediatric In-toeing Questions
Jason Zarahi Amaral1, Rebecca J Schultz, Benjamin M Martin
1Department of Orthopaedic Surgery, Texas Children's Hospital and Baylor College of Medicine, Houston, TX.
Journal of Pediatric Orthopedics
|April 30, 2024
Summary
ChatGPT provided a serviceable overview of pediatric in-toeing, with 90% of responses rated excellent or satisfactory. While generally accurate, its readability and consistency could be improved for better patient education.
Area of Science:
- Pediatric Orthopaedics
- Health Informatics
- Artificial Intelligence in Healthcare
Background:
- Patients increasingly use AI for health information, raising concerns about accuracy.
- In-toeing is a common pediatric condition often managed conservatively.
- Evaluating AI's role in patient education for conditions like in-toeing is crucial.
Purpose of the Study:
- To assess the accuracy and reproducibility of ChatGPT's responses regarding pediatric in-toeing.
- To evaluate the quality of information provided by ChatGPT for a common pediatric orthopaedic condition.
- To contribute to understanding AI's utility and limitations in patient education.
Main Methods:
- Compiled 25 common pediatric in-toeing questions from healthcare websites.
- Queried ChatGPT 3.5 and assessed responses for accuracy and clarity.
- Two pediatric orthopaedic surgeons evaluated responses; reproducibility was tested.
Main Results:
- 46% of ChatGPT responses were "excellent," and 44% were "satisfactory (minimal clarification)."
- Responses were consistently accurate regarding in-toeing being normal/resolving (62%) and recommending provider evaluation (100%).
- Readability was appropriate (Flesch-Kincaid 4.9), but response complexity was collegiate (12.7); moderate reproducibility was observed (Spearman rho=0.55).
Conclusions:
- ChatGPT offers a serviceable, though imperfect, representation of pediatric in-toeing diagnosis and management.
- The AI demonstrated moderate response consistency.
- Improving ChatGPT's readability and incorporating evidence-based guidelines could enhance its utility for patient education.
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