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免费与付费聊天机器人提供的癌症信息的可读性和信息质量。

Readability and Information Quality in Cancer Information From a Free vs Paid Chatbot.

机构信息

Department of Urology, State University of New York Downstate Health Sciences University, New York.

Department of Urology, New York University and Manhattan Veterans Affairs, New York.

出版信息

JAMA Netw Open. 2024 Jul 1;7(7):e2422275. doi: 10.1001/jamanetworkopen.2024.22275.

Abstract

IMPORTANCE

The mainstream use of chatbots requires a thorough investigation of their readability and quality of information.

OBJECTIVE

To identify readability and quality differences in information between a free and paywalled chatbot cancer-related responses, and to explore if more precise prompting can mitigate any observed differences.

DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study compared readability and information quality of a chatbot's free vs paywalled responses with Google Trends' top 5 search queries associated with breast, lung, prostate, colorectal, and skin cancers from January 1, 2021, to January 1, 2023. Data were extracted from the search tracker, and responses were produced by free and paywalled ChatGPT. Data were analyzed from December 20, 2023, to January 15, 2024.

EXPOSURES

Free vs paywalled chatbot outputs with and without prompt: "Explain the following at a sixth grade reading level: [nonprompted input]."

MAIN OUTCOMES AND MEASURES

The primary outcome measured the readability of a chatbot's responses using Flesch Reading Ease scores (0 [graduate reading level] to 100 [easy fifth grade reading level]). Secondary outcomes included assessing consumer health information quality with the validated DISCERN instrument (overall score from 1 [low quality] to 5 [high quality]) for each response. Scores were compared between the 2 chatbot models with and without prompting.

RESULTS

This study evaluated 100 chatbot responses. Nonprompted free chatbot responses had lower readability (median [IQR] Flesh Reading ease scores, 52.60 [44.54-61.46]) than nonprompted paywalled chatbot responses (62.48 [54.83-68.40]) (P < .05). However, prompting the free chatbot to reword responses at a sixth grade reading level was associated with increased reading ease scores than the paywalled chatbot nonprompted responses (median [IQR], 71.55 [68.20-78.99]) (P < .001). Prompting was associated with increases in reading ease in both free (median [IQR], 71.55 [68.20-78.99]; P < .001)and paywalled versions (median [IQR], 75.64 [70.53-81.12]; P < .001). There was no significant difference in overall DISCERN scores between the chatbot models, with and without prompting.

CONCLUSIONS AND RELEVANCE

In this cross-sectional study, paying for the chatbot was found to provide easier-to-read responses, but prompting the free version of the chatbot was associated with increased response readability without changing information quality. Educating the public on how to prompt chatbots may help promote equitable access to health information.

摘要

重要性

主流使用聊天机器人需要彻底调查其可理解性和信息质量。

目的

确定免费和付费聊天机器人癌症相关回复之间的可读性和信息质量差异,并探讨更精确的提示是否可以减轻任何观察到的差异。

设计、设置和参与者:本横断面研究比较了免费和付费聊天机器人的可读性和信息质量,使用了 2021 年 1 月 1 日至 2023 年 1 月 1 日期间谷歌趋势前 5 个与乳腺癌、肺癌、前列腺癌、结直肠癌和皮肤癌相关的搜索查询,以及免费和付费 ChatGPT 的回复。数据从搜索跟踪器中提取,由免费和付费 ChatGPT 生成。数据分析于 2023 年 12 月 20 日至 2024 年 1 月 15 日进行。

暴露

免费与付费聊天机器人输出,带与不带提示:“用六年级阅读水平解释以下内容:[非提示输入]。”

主要结果和措施

主要结果使用弗莱什阅读舒适度评分(0[研究生阅读水平]至 100[简单五年级阅读水平])衡量聊天机器人回复的可读性。次要结果包括使用经过验证的 DISCERN 工具(每个回复的总分为 1[低质量]至 5[高质量])评估消费者健康信息质量。比较了两种聊天机器人模型在带和不带提示的情况下的得分。

结果

本研究评估了 100 个聊天机器人回复。非提示免费聊天机器人回复的可读性(中位数[IQR]弗莱什阅读舒适度评分,52.60[44.54-61.46])低于非提示付费聊天机器人回复(62.48[54.83-68.40])(P<0.05)。然而,提示免费聊天机器人将回复重新措辞为六年级阅读水平与付费聊天机器人非提示回复相比,阅读舒适度评分更高(中位数[IQR],71.55[68.20-78.99])(P<0.001)。提示与免费(中位数[IQR],71.55[68.20-78.99];P<0.001)和付费版本(中位数[IQR],75.64[70.53-81.12];P<0.001)的阅读舒适度评分提高均相关。在有和没有提示的情况下,两种聊天机器人模型之间的总体 DISCERN 评分没有显著差异。

结论和相关性

在这项横断面研究中,发现付费聊天机器人提供了更易于阅读的回复,但提示免费版本的聊天机器人与提高回复可读性而不改变信息质量有关。教育公众如何提示聊天机器人可能有助于促进公平获取健康信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/efba/11282443/0e9a1d34cf4c/jamanetwopen-e2422275-g001.jpg

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