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Factors Determining Patients’ Choice Between Mobile Health and Telemedicine: Predictive Analytics Assessment

机译:决定患者在移动健康和远程医疗之间进行选择的因素:预测分析评估

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Background The solution to the growing problem of rural residents lacking health care access may be found in the use of telemedicine and mobile health (mHealth). Using mHealth or telemedicine allows patients from rural or remote areas to have better access to health care. Objective The objective of this study was to understand factors influencing the choice of communication medium for receiving care, through the analysis of mHealth versus telemedicine encounters with a virtual urgent clinic. Methods We conducted a postdeployment evaluation of a new virtual health care service, Virtual Urgent Clinic, which uses mHealth and telemedicine modalities to provide patient care. We used a multinomial logistic model to test the significance and predictive power of a set of features in determining patients’ preferred method of telecare encounters—a nominal outcome variable of two levels (mHealth and telemedicine). Results Postdeployment, 1403 encounters were recorded, of which 1228 (87.53%) were completed with mHealth and 175 (12.47%) were telemedicine encounters. Patients’ sex ( P =.004) and setting ( P .001) were the most predictive determinants of their preferred method of telecare delivery, with significantly small P values of less than .01. Pearson chi-square test returned a strong indication of dependency between chief concern and encounter mediums, with an extremely small P .001. Of the 169 mHealth patients who responded to the survey, 154 (91.1%) were satisfied by their encounter, compared with 31 of 35 (89%) telemedicine patients. Conclusions We studied factors influencing patients’ choice of communication medium, either mHealth or telemedicine, for a virtual care clinic. Sex and geographic location, as well as their chief concern, were strong predictors of patients’ choice of communication medium for their urgent care needs. This study suggests providing the option of mHealth or telemedicine to patients, and suggesting which medium would be a better fit for the patient based on their characteristics.
机译:背景技术远程医疗和移动医疗(mHealth)的使用可以找到解决农村居民日益缺乏医疗保健这一日益严重的问题的方法。使用mHealth或远程医疗可以使来自农村或偏远地区的患者更好地获得医疗保健。目的这项研究的目的是通过对虚拟急诊诊所中的mHealth与远程医疗的接触进行分析,以了解影响接受护理的沟通媒介选择的因素。方法我们对新的虚拟医疗服务Virtual Urgent Clinic进行了部署后评估,该服务使用mHealth和远程医疗模式来提供患者护理。在确定患者偏爱的远程护理方式时,我们使用了多项逻辑模型来测试一组功能的重要性和预测能力-名义结果变量为两个级别(mHealth和远程医疗)。结果部署后,记录到1403次遭遇,其中1228例(87.53%)已通过mHealth完成,而175例(12.47%)为远程医疗。患者的性别(P = .004)和环境(P <.001)是他们偏爱远程医疗交付方式的最可预测因素,P值明显小于0.01。皮尔逊卡方检验强烈表明主要关注对象和遇到的媒体之间存在依赖性,P <.001非常小。在接受调查的169名mHealth患者中,有154名(91.1%)对他们的遭遇感到满意,而35名远程医疗患者中有31名(89%)。结论我们研究了影响患者选择虚拟医疗诊所的沟通媒介(mHealth或远程医疗)的因素。性别和地理位置以及他们的主要担忧,强烈预示着患者会根据其紧急护理需求选择沟通媒介。这项研究建议为患者提供mHealth或远程医疗的选择,并根据他们的特征建议哪种介质更适合患者。

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