Utilizing Artificial Intelligence to Increase the Readability of Patient Education Materials in Pediatric Otolaryngology.

Andrew J Rothka, F Jeffrey Lorenz, Madison Hearn, Andrew Meci, Brandon LaBarge, Scott G Walen, Guy Slonimsky, Johnathan McGinn, Thomas Chung, Neerav Goyal
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Abstract

Objectives: To identify the reading levels of existing patient education materials in pediatric otolaryngology and to utilize natural language processing artificial intelligence (AI) to reduce the reading level of patient education materials. Methods: Patient education materials for pediatric conditions were identified from the American Academy of Otolaryngology-Head and Neck Surgery (AAO-HNS) website. Patient education materials about the same conditions, if available, were identified and selected from the websites of 7 children's hospitals. The readability of the patient materials was scored before and after using AI with the Flesch-Kincaid calculator. ChatGPT version 3.5 was used to convert the materials to a fifth-grade reading level. Results: On average, AAO-HNS pediatric education material was written at a 10.71 ± 0.71 grade level. After requesting the reduction of those materials to a fifth-grade reading level, ChatGPT converted the same materials to an average grade level of 7.9 ± 1.18 (P < .01). When comparing the published materials from AAO-HNS and the 7 institutions, the average grade level was 9.32 ± 1.82, and ChatGPT was able to reduce the average level to 7.68 ± 1.12 (P = .0598). Of the 7 children's hospitals, only 1 institution had an average grade level below the recommended sixth-grade level. Conclusions: Patient education materials in pediatric otolaryngology were consistently above recommended reading levels. In its current state, AI can reduce the reading levels of education materials. However, it did not possess the capability to reduce all materials to be below the recommended reading level.

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利用人工智能提高小儿耳鼻喉科患者教育材料的可读性。
目的:确定现有小儿耳鼻喉科患者教育材料的阅读水平,并利用自然语言处理人工智能(AI)降低患者教育材料的阅读水平。方法从美国耳鼻咽喉头颈外科学会(AAO-HNS)网站上查找有关儿科疾病的患者教育材料。如果有相同病症的患者教育资料,则从 7 家儿童医院的网站上挑选。使用 Flesch-Kincaid 计算器对使用人工智能前后的患者教育材料的可读性进行评分。使用 ChatGPT 3.5 版将材料转换为五年级阅读水平。结果:平均而言,AAO-HNS 儿科教材的写作水平为 10.71 ± 0.71 级。在要求将这些材料还原为五年级阅读水平后,ChatGPT 将同样的材料转换为平均 7.9 ± 1.18 的年级水平(P < .01)。在比较 AAO-HNS 和 7 家机构出版的材料时,平均年级为 9.32 ± 1.82,而 ChatGPT 能够将平均年级降至 7.68 ± 1.12(P = .0598)。在 7 家儿童医院中,只有 1 家医院的平均年级水平低于建议的六年级水平。结论儿科耳鼻喉科的患者教育材料始终高于推荐的阅读水平。目前,人工智能可以降低教育材料的阅读水平。然而,它并不具备将所有材料降低到建议阅读水平以下的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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