利用在线评论分析数字医疗咨询服务:研究医疗保健客户和医疗保健专业人员的观点。

IF 3.7 2区 医学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Sreevatsa Bellary, Pradip Kumar Bala, Shibashish Chakraborty
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引用次数: 0

摘要

引言数字医疗保健咨询服务(也称为远程医疗)的使用率激增,尤其是在 COVID-19 大流行之后。本研究旨在调查医疗保健客户(患者)和医疗保健专业人员(医生)对提供数字医疗保健咨询服务的满意度的决定因素:分析涉及对 11 款面向患者的远程医疗应用程序和 7 款面向医生的远程医疗应用程序的在线评论进行搜索,共获得 44,440 条患者评论和 4748 条医生评论。在进行了结构主题建模分析后,又进行了回归分析、优势分析、对应分析和情感分析,以得出深入的见解:研究从患者和医生的角度分别确定了十项和八项满意度决定因素。对患者而言,"服务种类和质量"(β = 0.5527)是最大的积极决定因素,而 "付款纠纷"(β = -0.1173)和 "应用程序内会员"(β = -0.031)对满意度产生了负面影响。对医生而言,"患者咨询管理"(β = 0.2009)是最主要的积极决定因素,而 "档案管理"(β = -0.1843)、"订阅"(β = -0.183)和 "客户服务支持"(β = -0.0908)则是消极决定因素。对患者影响最大的负面情绪--愤怒与 "客户服务 "和 "应用程序内会员 "密切相关,而喜悦则与 "服务种类和质量 "和 "优惠和折扣 "相关。对于医生来说,愤怒与 "成本效益 "相关,而喜悦与 "应用程序响应速度 "相关:本研究通过对患者和医生决定因素的细化研究提供了新的见解,可供远程医疗应用程序开发者和管理者用于构建以客户为中心的服务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Utilizing online reviews for analyzing digital healthcare consultation services: Examining perspectives of both healthcare customers and healthcare professionals

Introduction

Digital healthcare consultation services, also known as telemedicine, have seen a surge in their usage, especially after the COVID-19 pandemic. The purpose of this study is to investigate the satisfaction determinants of healthcare customers (patients) and healthcare professionals (doctors), providing digital healthcare consultation services.

Methods

The analysis involved scraping online reviews of 11 telemedicine apps meant for patients and 7 telemedicine apps meant for doctors, yielding a total of 44,440 patient reviews and 4748 doctor reviews. A structural topic modeling analysis followed by regression, dominance, correspondence, and emotion analysis was conducted to derive insights.

Results

The study identified ten determinants of satisfaction from patients’ and eight from doctors’ perspectives. For patients, ’service variety and quality’ (β = 0.5527) was the top positive determinant, while ’payment disputes’ (β = -0.1173) and ’in-app membership’ (β = -0.031) negatively impacted satisfaction. For doctors, ’patient consultation management’ (β = 0.2009) was the leading positive determinant, with ’profile management’ (β = -0.1843), ’subscription’ (β = -0.183), and ’customer care support’ (β = -0.0908) being the negative ones. The most influential negative emotion for patients, anger, was closely associated with ’customer care service’ and ’in-app memberships,’ while joy was tied to ’service variety and quality’ and ’offers and discounts.’ For doctors, anger was associated with ’cost-effectiveness,’ and joy with ’app responsiveness.’

Conclusion

This study offers new insights by examining patient and doctor determinants at a granular level which can be used by telemedicine app developers and managers to build customer-centric services.

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来源期刊
International Journal of Medical Informatics
International Journal of Medical Informatics 医学-计算机:信息系统
CiteScore
8.90
自引率
4.10%
发文量
217
审稿时长
42 days
期刊介绍: International Journal of Medical Informatics provides an international medium for dissemination of original results and interpretative reviews concerning the field of medical informatics. The Journal emphasizes the evaluation of systems in healthcare settings. The scope of journal covers: Information systems, including national or international registration systems, hospital information systems, departmental and/or physician''s office systems, document handling systems, electronic medical record systems, standardization, systems integration etc.; Computer-aided medical decision support systems using heuristic, algorithmic and/or statistical methods as exemplified in decision theory, protocol development, artificial intelligence, etc. Educational computer based programs pertaining to medical informatics or medicine in general; Organizational, economic, social, clinical impact, ethical and cost-benefit aspects of IT applications in health care.
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