Evaluating the Performance of Artificial Intelligence for Improving Readability of Online English- and Spanish-Language Orthopaedic Patient Educational Material

可读性 阅读(过程) 等级 英语 阅读理解 理解力 考试(生物学) 计算机科学 医学 自然语言处理 心理学 数学教育 语言学 哲学 程序设计语言 古生物学 生物
作者
Carrie N. Reaver,Daniel E. Pereira,Elisa V. Carrillo,Carolena Rojas Marcos,Charles A. Goldfarb
出处
期刊:Journal of Bone and Joint Surgery, American Volume [Wolters Kluwer]
标识
DOI:10.2106/jbjs.24.01078
摘要

Background: The readability of most online patient educational materials (OPEMs) in orthopaedic surgery is above the American Medical Association/National Institutes of Health recommended reading level of sixth grade for both English- and Spanish-language content. The current project evaluates ChatGPT’s performance across English- and Spanish-language orthopaedic OPEMs when prompted to rewrite the material at a sixth-grade reading level. Methods: We performed a cross-sectional study evaluating the readability of 57 English- and 56 Spanish-language publicly available OPEMs found by querying online in both English and Spanish for 6 common orthopaedic procedures. Five distinct, validated readability tests were used to score the OPEMs before and after ChatGPT 4.0 was prompted to rewrite the OPEMs at a sixth-grade reading level. We compared the averages of each readability test, the cumulative average reading grade level, average total word count, average number of complex words (defined as ≥3 syllables), and average number of long sentences (defined as >22 words) between original content and ChatGPT-rewritten content for both languages using paired t tests. Results: The cumulative average reading grade level of original English- and Spanish-language OPEMs was 9.6 ± 2.6 and 9.5 ± 1.5, respectively. ChatGPT significantly lowered the reading grade level (improved comprehension) to 7.7 ± 1.9 (95% CI of difference, 1.68 to 2.15; p < 0.05) for English-language content and 8.3 ± 1.3 (95% CI, 1.17 to 1.45; p < 0.05) for Spanish-language content. English-language OPEMs saw a reduction of 2.0 ± 1.8 grade levels, whereas Spanish-language OPEMs saw a reduction of 1.5 ± 1.2 grade levels. Word count, use of complex words, and long sentences were also reduced significantly in both languages while still maintaining high accuracy and similarity compared with original content. Conclusions: Our study supports the potential of artificial intelligence as a low-cost, accessible tool to assist health professionals in improving the readability of orthopaedic OPEMs in both English and Spanish. Clinical Relevance: TK.
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