{"title":"Impact of Telemedicine Adoption on Hemiplegia in Patients With Stroke in Florida: Longitudinal Observational Study.","authors":"Yao Li, Mingshan Zhang, Weiling Ke, Wenwen Li","doi":"10.2196/72315","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Telemedicine has emerged as a critical tool in the management of acute stroke; yet, its impact on clinical decision-making, particularly in the administration of tissue plasminogen activator (tPA), remains underexplored. Understanding how telemedicine influences tPA use and subsequent patient outcomes, such as hemiplegia, is critical for optimizing stroke care protocols.</p><p><strong>Objective: </strong>This study aims to assess whether the adoption of telemedicine influences treatment decisions regarding tPA administration in patients with stroke. In addition, we used a causal mediation framework to examine the causal path between telemedicine adoption and the occurrence of hemiplegia via tPA use. Furthermore, we conducted a moderated mediation analysis to investigate the extent to which regional differences (metropolitan vs nonmetropolitan locations) impact this mediated relationship.</p><p><strong>Methods: </strong>We analyzed data of patients with stroke from Florida's State Emergency Department Database (SEDD), State Inpatient Database (SID), and the Healthcare Information and Management Systems Society (HIMSS) database, covering the years 2010 to 2017, with a focus on telemedicine adoption. The final sample includes 314,665 visits from patients with stroke. A fixed-effects model was used to examine the relationship between telemedicine adoption and tPA use and between tPA use and hemiplegia occurrence. A causal mediation framework was then applied to estimate the average direct effect and the average causal mediation effect of telemedicine on hemiplegia through tPA use. In addition, a moderated mediation analysis was performed to explore how metropolitan status influences the mediation process.</p><p><strong>Results: </strong>We found that telemedicine adoption is associated with a 1% decrease in tPA use (coefficient=-0.010; 95% CI -0.013 to -0.007; P<.001), and that the use of tPA is associated with a 23.7% increased probability of hemiplegia (coefficient=0.237, 95% CI 0.231-0.243; P<.001). Consequently, telemedicine adoption was found to reduce the likelihood of hemiplegia by decreasing tPA usage. The causal mediation analysis shows a negative average causal mediation effect (average causal mediation effect=-0.002, 95% CI -0.003 to -0.002; P<.001), suggesting that telemedicine adoption reduces hemiplegia occurrence, while the average direct effect is not statistically significant (average direct effect=-0.002, 95% CI -0.007 to 0.004; P>.10). Importantly, the positive effect of telemedicine on reducing hemiplegia is observed only among metropolitan patients.</p><p><strong>Conclusions: </strong>This study provides evidence that telemedicine adoption can improve stroke care by reducing tPA administration, thereby lowering the risk of hemiplegia. However, the benefits appear more pronounced in metropolitan areas, highlighting potential regional disparities in stroke care. These findings underscore the importance of targeted interventions to ensure equitable access to telemedicine, especially in rural and underserved areas. Policy makers should focus on enhancing telemedicine infrastructure and training in these regions to optimize stroke care and reduce health inequities.</p>","PeriodicalId":16337,"journal":{"name":"Journal of Medical Internet Research","volume":"27 ","pages":"e72315"},"PeriodicalIF":5.8000,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12144472/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Medical Internet Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2196/72315","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HEALTH CARE SCIENCES & SERVICES","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Telemedicine has emerged as a critical tool in the management of acute stroke; yet, its impact on clinical decision-making, particularly in the administration of tissue plasminogen activator (tPA), remains underexplored. Understanding how telemedicine influences tPA use and subsequent patient outcomes, such as hemiplegia, is critical for optimizing stroke care protocols.
Objective: This study aims to assess whether the adoption of telemedicine influences treatment decisions regarding tPA administration in patients with stroke. In addition, we used a causal mediation framework to examine the causal path between telemedicine adoption and the occurrence of hemiplegia via tPA use. Furthermore, we conducted a moderated mediation analysis to investigate the extent to which regional differences (metropolitan vs nonmetropolitan locations) impact this mediated relationship.
Methods: We analyzed data of patients with stroke from Florida's State Emergency Department Database (SEDD), State Inpatient Database (SID), and the Healthcare Information and Management Systems Society (HIMSS) database, covering the years 2010 to 2017, with a focus on telemedicine adoption. The final sample includes 314,665 visits from patients with stroke. A fixed-effects model was used to examine the relationship between telemedicine adoption and tPA use and between tPA use and hemiplegia occurrence. A causal mediation framework was then applied to estimate the average direct effect and the average causal mediation effect of telemedicine on hemiplegia through tPA use. In addition, a moderated mediation analysis was performed to explore how metropolitan status influences the mediation process.
Results: We found that telemedicine adoption is associated with a 1% decrease in tPA use (coefficient=-0.010; 95% CI -0.013 to -0.007; P<.001), and that the use of tPA is associated with a 23.7% increased probability of hemiplegia (coefficient=0.237, 95% CI 0.231-0.243; P<.001). Consequently, telemedicine adoption was found to reduce the likelihood of hemiplegia by decreasing tPA usage. The causal mediation analysis shows a negative average causal mediation effect (average causal mediation effect=-0.002, 95% CI -0.003 to -0.002; P<.001), suggesting that telemedicine adoption reduces hemiplegia occurrence, while the average direct effect is not statistically significant (average direct effect=-0.002, 95% CI -0.007 to 0.004; P>.10). Importantly, the positive effect of telemedicine on reducing hemiplegia is observed only among metropolitan patients.
Conclusions: This study provides evidence that telemedicine adoption can improve stroke care by reducing tPA administration, thereby lowering the risk of hemiplegia. However, the benefits appear more pronounced in metropolitan areas, highlighting potential regional disparities in stroke care. These findings underscore the importance of targeted interventions to ensure equitable access to telemedicine, especially in rural and underserved areas. Policy makers should focus on enhancing telemedicine infrastructure and training in these regions to optimize stroke care and reduce health inequities.
背景:远程医疗已成为急性卒中管理的重要工具;然而,它对临床决策的影响,特别是在组织纤溶酶原激活剂(tPA)的管理方面,仍未得到充分探讨。了解远程医疗如何影响tPA的使用和随后的患者结果,如偏瘫,对于优化卒中护理方案至关重要。目的:本研究旨在评估远程医疗的采用是否影响脑卒中患者tPA给药的治疗决策。此外,我们使用因果中介框架来检验远程医疗采用与使用tPA发生偏瘫之间的因果路径。此外,我们进行了一项有调节的中介分析,以调查区域差异(大都市与非大都市)对这种中介关系的影响程度。方法:我们分析了佛罗里达州急诊科数据库(SEDD)、州住院患者数据库(SID)和医疗信息与管理系统协会(HIMSS)数据库中2010年至2017年的脑卒中患者数据,重点关注远程医疗的采用。最终样本包括314,665例中风患者就诊。采用固定效应模型检验远程医疗采用与tPA使用之间的关系以及tPA使用与偏瘫发生之间的关系。采用因果中介框架估计远程医疗通过tPA使用对偏瘫患者的平均直接效应和平均因果中介效应。此外,我们还进行了一项有调节的中介分析,以探讨都市地位如何影响中介过程。结果:我们发现远程医疗的采用与tPA使用减少1%相关(系数=-0.010;95% CI -0.013 ~ -0.007;P.10)。重要的是,远程医疗对减少偏瘫的积极作用仅在大都市患者中观察到。结论:本研究提供的证据表明,采用远程医疗可以通过减少tPA给药来改善卒中护理,从而降低偏瘫的风险。然而,在大都市地区,益处似乎更为明显,这凸显了中风治疗的潜在地区差异。这些发现强调了有针对性的干预措施对于确保公平获得远程医疗的重要性,特别是在农村和服务不足地区。决策者应重点加强这些地区的远程医疗基础设施和培训,以优化卒中护理和减少卫生不公平现象。
期刊介绍:
The Journal of Medical Internet Research (JMIR) is a highly respected publication in the field of health informatics and health services. With a founding date in 1999, JMIR has been a pioneer in the field for over two decades.
As a leader in the industry, the journal focuses on digital health, data science, health informatics, and emerging technologies for health, medicine, and biomedical research. It is recognized as a top publication in these disciplines, ranking in the first quartile (Q1) by Impact Factor.
Notably, JMIR holds the prestigious position of being ranked #1 on Google Scholar within the "Medical Informatics" discipline.