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Enhancing Readability of Surgical Patient Education Resources Using ChatGPT
Lily Zhu1, Zachary H Zamore1, Tej Azad2
1Department of Plastic & Reconstructive Surgery, Johns Hopkins Hospital, Baltimore, Maryland.
Introduction:
Patient education materials are essential for informed decision-making. However, their readability often exceeds the sixth-grade reading level recommended by the American Medical Association, creating barriers for patients with limited literacy. Artificial intelligence (AI) tools such as ChatGPT-4o may offer a scalable approach to improving accessibility.
Materials And Methods:
We analyzed 34 publicly available online patient education materials across general surgery, neurosurgery, orthopedic surgery, and plastic surgery. ChatGPT-4o was prompted to simplify the text to the sixth-grade reading level. Two independent surgical experts reviewed text for accuracy and comprehensiveness. The primary outcome was the Simple Measure of Gobbledygook index. Secondary outcomes included Coleman-Liau index, Flesch-Kincaid grade level, word count, and reading time. Accuracy was measured by the number of inaccurate sentences, and comprehensiveness by coverage of six content categories.
Results:
ChatGPT-4o simplification significantly decreased mean Simple Measure of Gobbledygook score from 12.1 to 10.5 (P < 10-9), with similar reductions in Coleman-Liau index (-0.8, P < 10-5) and Flesch-Kincaid (-1.6, P < 10-8). Word count reduced by 55% on average, most notably in plastic surgery (66%, P = 0.008). Accuracy was maintained in all specialties; however, key content such as risks and benefits was often omitted.
Conclusions:
AI can improve the readability of surgical patient education materials while maintaining accuracy. Achieving the recommended sixth grade reading level may be challenging due to the inherent complexity of medical information. A hybrid approach that combines AI-assisted simplification with clinician review may represent the most effective strategy for efficiently developing patient-facing educational resources that are accessible, accurate, and comprehensive enough to support informed decision-making.
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