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基于聊天机器人的GENIE移动应用程序在遗传咨询后为遗传性乳腺癌和卵巢癌提供个性化支持:概念验证的奥兹国巫师研究。

Personalized Support in Hereditary Breast and Ovarian Cancer After Genetic Counseling by the Chatbot-Based GENIE Mobile App: Proof-of-Concept Wizard of Oz Study.

作者信息

Wolff Dominik, Kupka Thomas, Reichert Chiara, Ammon Nils, Oeltze-Jafra Steffen, Vajen Beate

机构信息

Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, Hannover Medical School, Hanover, Germany.

Department for Human Genetics, Hannover Medical School, Carl-Neuberg-Str. 1, Hanover, 30625, Germany, 49 51153280831.

出版信息

JMIR Form Res. 2025 Jun 5;9:e69115. doi: 10.2196/69115.

Abstract

BACKGROUND

The primary aim of genetic counseling at a human genetics center is to empower individuals at risk for hereditary diseases to make informed decisions regarding their health. In Germany, genetic counseling sessions typically last approximately 1 hour and provide highly personalized information by a specialist in human genetics. Despite this, many counselees report a need for additional support following the counseling session.

OBJECTIVE

This study introduces GENIE, a chatbot-based mobile app designed to assist individuals in the postcounseling phase, with a focus on hereditary breast and ovarian cancer. GENIE delivers expert-curated, personalized information tailored to the user's health and family circumstances. The content is presented through predefined dialogs between the user and the mobile assistant, aiming to extend the benefits of genetic counseling beyond the initial session.

METHODS

A Wizard of Oz study was conducted to evaluate a functional prototype of GENIE. A total of 6 patients with breast cancer, at least 2 years postdiagnosis, participated in the study. Participants were given access to the app for a minimum of 1 week. The evaluation was based on their interaction with GENIE, which was personalized using the details of a fictitious patient. Data collection included semistructured interviews and a 45-item questionnaire to assess usability and content quality.

RESULTS

The analysis of the interview and questionnaire data indicated high usability for GENIE, with a mean System Usability Score of 75.33 (SD 4.13). In total, 5 of the 6 participants used the app daily; 3 participants were willing to pay between US $5 and US $45 as a single purchase, while the other 3 participants agreed that the app should be free for the user and the costs should be directly covered by health insurance. Still, opinions on the app's appeal were divided. The layout was seen as moderately professional, a bit crowded, and slightly uninspiring. Nevertheless, participants highlighted the credibility and relevance of the content, noting its alignment with the fictitious patient's scenario. However, areas for improvement were identified, particularly concerning the app's design. All participants would recommend the app to other affected persons.

CONCLUSIONS

The findings suggest that a mobile app like GENIE can provide valuable support to individuals in the postcounseling phase of genetic services. GENIE offers distinct advantages over large language models, as the information it provides is carefully curated by human experts, minimizing the risk of inaccuracies or hallucinations and significantly enhancing the system's credibility. This study highlights the need to involve the user group as early as possible in the development of a digital health app. Future work will focus on the implementation of a comprehensive personalization engine, redesign of the user interface, and the execution of a large-scale, 2-arm randomized intervention study to validate GENIE's effectiveness.

摘要

背景

人类遗传学中心的遗传咨询主要目的是让有遗传疾病风险的个体能够就自身健康做出明智决策。在德国,遗传咨询通常持续约1小时,由人类遗传学专家提供高度个性化的信息。尽管如此,许多咨询对象表示在咨询后仍需要额外支持。

目的

本研究介绍了GENIE,这是一款基于聊天机器人的移动应用程序,旨在在咨询后阶段帮助个体,重点关注遗传性乳腺癌和卵巢癌。GENIE提供根据用户健康状况和家庭情况定制的专家策划的个性化信息。内容通过用户与移动助手之间的预定义对话呈现,旨在将遗传咨询的益处扩展到初始咨询之外。

方法

进行了一项“奥兹巫师”研究以评估GENIE的功能原型。共有6名乳腺癌患者(诊断后至少2年)参与了该研究。参与者至少有1周时间可以使用该应用程序。评估基于他们与GENIE的互动,GENIE使用虚构患者的详细信息进行个性化设置。数据收集包括半结构化访谈和一份45项的问卷,以评估可用性和内容质量。

结果

对访谈和问卷数据的分析表明GENIE具有较高的可用性,系统可用性平均得分为75.33(标准差4.13)。6名参与者中有5人每天使用该应用程序;3名参与者愿意单次支付5美元至45美元,而其他3名参与者则认为该应用程序应免费供用户使用,费用应由医疗保险直接支付。不过,对该应用程序吸引力的看法存在分歧。其布局被认为适度专业、有点拥挤且略显缺乏吸引力。尽管如此,参与者强调了内容的可信度和相关性,指出其与虚构患者的情况相符。然而,也发现了需要改进的地方,特别是在应用程序的设计方面。所有参与者都愿意将该应用程序推荐给其他受影响的人。

结论

研究结果表明,像GENIE这样的移动应用程序可以在遗传服务的咨询后阶段为个体提供有价值的支持。GENIE与大型语言模型相比具有明显优势,因为它提供的信息是由人类专家精心策划的,最大限度地降低了不准确或幻觉的风险,并显著提高了系统的可信度。本研究强调了尽早让用户群体参与数字健康应用程序开发的必要性。未来的工作将集中在实施全面的个性化引擎、重新设计用户界面以及开展大规模双臂随机干预研究以验证GENIE的有效性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/df23/12161161/08a39cdb6f97/formative-v9-e69115-g001.jpg

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