Enhancing Readability of Online Patient-Facing Content: The Role of AI Chatbots in Improving Cancer Information Accessibility

可读性 医学 等级 余弦相似度 人工智能 人口 阅读理解 质量得分 自然语言处理 阅读(过程) 计算机科学 数学教育 心理学 公制(单位) 语言学 经济 程序设计语言 哲学 环境卫生 聚类分析 运营管理
作者
Andres A. Abreu,Gilbert Z. Murimwa,Emile Farah,J. Stewart,Lucia Zhang,Jonathan Rodrı́guez,John Sweetenham,Herbert J. Zeh,Sam C. Wang,Patricio M. Polanco
出处
期刊:Journal of The National Comprehensive Cancer Network 卷期号:22 (2D) 被引量:55
标识
DOI:10.6004/jnccn.2023.7334
摘要

BACKGROUND: Internet-based health education is increasingly vital in patient care. However, the readability of online information often exceeds the average reading level of the US population, limiting accessibility and comprehension. This study investigates the use of chatbot artificial intelligence to improve the readability of cancer-related patient-facing content. METHODS: We used ChatGPT 4.0 to rewrite content about breast, colon, lung, prostate, and pancreas cancer across 34 websites associated with NCCN Member Institutions. Readability was analyzed using Fry Readability Score, Flesch-Kincaid Grade Level, Gunning Fog Index, and Simple Measure of Gobbledygook. The primary outcome was the mean readability score for the original and artificial intelligence (AI)-generated content. As secondary outcomes, we assessed the accuracy, similarity, and quality using F1 scores, cosine similarity scores, and section 2 of the DISCERN instrument, respectively. RESULTS: The mean readability level across the 34 websites was equivalent to a university freshman level (grade 13±1.5). However, after ChatGPT's intervention, the AI-generated outputs had a mean readability score equivalent to a high school freshman education level (grade 9±0.8). The overall F1 score for the rewritten content was 0.87, the precision score was 0.934, and the recall score was 0.814. Compared with their original counterparts, the AI-rewritten content had a cosine similarity score of 0.915 (95% CI, 0.908-0.922). The improved readability was attributed to simpler words and shorter sentences. The mean DISCERN score of the random sample of AI-generated content was equivalent to "good" (28.5±5), with no significant differences compared with their original counterparts. CONCLUSIONS: Our study demonstrates the potential of AI chatbots to improve the readability of patient-facing content while maintaining content quality. The decrease in requisite literacy after AI revision emphasizes the potential of this technology to reduce health care disparities caused by a mismatch between educational resources available to a patient and their health literacy.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
2秒前
3秒前
3秒前
4秒前
科研通AI6.3应助alien52采纳,获得10
4秒前
Jasper应助Jiang采纳,获得10
4秒前
完美的乐驹完成签到 ,获得积分10
5秒前
5秒前
调皮的败发布了新的文献求助10
6秒前
6秒前
xuxuxu发布了新的文献求助10
6秒前
bey完成签到,获得积分10
6秒前
gakki发布了新的文献求助10
6秒前
123发布了新的文献求助10
7秒前
7秒前
是丹丹呀发布了新的文献求助10
8秒前
田家溢发布了新的文献求助10
9秒前
10秒前
10秒前
miraitowa发布了新的文献求助10
11秒前
轻松羽毛发布了新的文献求助10
12秒前
Pengjiajia778852完成签到,获得积分10
12秒前
李子发布了新的文献求助10
13秒前
13秒前
顽主完成签到,获得积分10
13秒前
14秒前
彭于晏应助和谐夕阳采纳,获得10
14秒前
15秒前
年轻香菱发布了新的文献求助10
15秒前
钟什么海发布了新的文献求助10
17秒前
CLAY完成签到,获得积分10
17秒前
18秒前
沧笙踏歌完成签到,获得积分10
18秒前
田家溢完成签到,获得积分10
19秒前
bkagyin应助miraitowa采纳,获得10
20秒前
111发布了新的文献求助10
21秒前
越腾发布了新的文献求助20
21秒前
李爱国应助科研通管家采纳,获得10
21秒前
CLAY发布了新的文献求助10
21秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Prompt Engineering for Clinicians: Harnessing AI in Everyday Medical Practice 600
Electrode Potentials 550
REAL-WORLD EFFICACY AND GENOMIC LANDSCAPE OF POLATUZUMA VEDOTIN-BASED FIRST-LINE THERAPY IN DIFFUSE LARGE B-CELL LYMPHOMA: A FOCUS ON TP53 MUTATIONS AND TREATMENT RESPONSE 500
Handbook of Luminescence Dating 500
Safety Pharmacology 500
《KNN基无铅压电陶瓷电学性能优化与物理机理研究》 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 计算机科学 化学工程 生物化学 物理 内科学 复合材料 催化作用 光电子学 物理化学 电极 细胞生物学 基因 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6960518
求助须知:如何正确求助?哪些是违规求助? 8643289
关于积分的说明 18329842
捐赠科研通 6409080
什么是DOI,文献DOI怎么找? 3085609
关于科研通互助平台的介绍 2133775
邀请新用户注册赠送积分活动 2062172