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Readability of Orthopaedic Patient Educational Material: An artificial intelligence application
Miles LaNicca1,2, Ellis Wright3, Ellen Lutnick2
1Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, USA.
Artificial intelligence (AI) effectively rewrites orthopaedic patient education materials to a 6th-grade reading level, maintaining accuracy. GPT-4o-Mini offers the best balance of effectiveness, cost, and information integrity for this task.
Area of Science:
- Medical Education
- Health Informatics
- Artificial Intelligence in Healthcare
Background:
- Patient educational materials in orthopaedic trauma often exceed appropriate reading levels.
- Improving readability is crucial for patient comprehension and adherence to treatment.
Purpose of the Study:
- To evaluate the efficacy of artificial intelligence (AI) in simplifying orthopaedic trauma patient educational materials.
- To assess AI's ability to reduce reading levels to a patient-appropriate standard (6th grade) while preserving accuracy.
Main Methods:
- 35 orthopaedic patient education articles from Level 1 Trauma Centers were analyzed for reading level.
- Articles were rewritten using four iterations of Generative Pre-Trained Transformer (GPT) AI models with a specific prompt.
- Readability, accuracy, cost, and token reduction were assessed for multiple AI models.
Main Results:
- All GPT AI models successfully lowered the mean reading grade level of the articles.
- GPT-4o and GPT-4o-Mini demonstrated the highest effectiveness and consistency.
- GPT-4o-Mini presented the optimal balance of effectiveness, cost ($0.61 for 35 articles), and information accuracy.
Conclusions:
- AI is a viable tool for enhancing the readability of patient educational materials in orthopaedic trauma.
- GPT-4o-Mini is recommended as the most efficient AI model for this application, considering performance and cost.
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