首页 > 最新文献

Journal of Telemedicine and Telecare最新文献

英文 中文
The Congenital Cardiology Cloud: Proof of feasibility of Germany's first tele-medical network for pediatric cardiology. 先天性心脏病学云:德国首个儿科心脏病远程医疗网络的可行性验证。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-20 DOI: 10.1177/1357633X231158838
Marko Klais, Ulrike Doll, Ariawan Purbojo, Sven Dittrich, Kathrin Rottermann

Background: For an optimal interplay based on the data-secure exchange of diagnostic data between patients, ambulatory care, and hospital care, we implemented the first tele-medical network for pediatric cardiology in Germany, the Congenital Cardiology Cloud. This study focuses on its feasibility, technical characteristics, and implementation in routine clinical work.

Methods: Tele-medical traffic comprised numbers of incoming/outgoing data, related file types, treatment options for tele-medically processed patients, and patient classification with respect to the severity of disease. Proof of feasibility was related to the number of successful tele-medical transmissions of discharge documents at the end of the observation period (02/2020-10/2020).

Results: Analysis of Congenital Cardiology Cloud's data communication showed a number of 1178 files for a total of 349 patients, favoring transmissions towards the clinic. Incoming traffic was predominantly characterized by diagnostic data regarding tele-consultations (76.6%), consisting of a multitude of file types, whereas 93.4% of the dispatched data corresponded to discharge letters. The number of tele-consultations counted up to 61, with a necessary subsequent treatment or diagnostic procedure in 90.2% of the presented cases. Tele-medically processed patients generally showed to be more complex (severe chronic heart disease 42.4% vs. 23.7%). At the end of the observation period, 97.6% of the discharge documents were transmitted via telemedicine.

Discussion: The implementation of the first tele-medical network for pediatric cardiology in Germany proves recent technological developments to successfully enable innovative patient care, connecting the ambulatory and hospital sector for a joint patient advice, predominantly in more complex cases. Possible governmentally guided refinancing concepts will show its long-term feasibility.

背景:为了在患者、非住院医疗和医院医疗之间实现基于数据安全的诊断数据交换的最佳互动,我们在德国实施了首个儿科心脏病学远程医疗网络--先天性心脏病学云。本研究的重点是其可行性、技术特点以及在常规临床工作中的实施情况:远程医疗流量包括输入/输出数据的数量、相关文件类型、远程医疗处理患者的治疗方案以及根据疾病严重程度对患者进行的分类。在观察期(2020 年 2 月至 2020 年 10 月)结束时,出院文件的远程医疗传输成功次数是可行性的证明:先天性心脏病学云数据通信分析显示,共有 349 名患者的 1178 份文件向诊所传输。传入流量的主要特点是与远程会诊有关的诊断数据(76.6%),包括多种文件类型,而93.4%的发送数据与出院信相对应。远程会诊次数高达 61 次,其中 90.2% 的病例需要进行必要的后续治疗或诊断程序。经远程医疗处理的病人一般病情较为复杂(重症慢性心脏病 42.4% 对 23.7%)。在观察期结束时,97.6%的出院文件是通过远程医疗传送的:德国首个小儿心脏科远程医疗网络的实施证明,最近的技术发展成功实现了创新性的病人护理,将门诊和医院部门连接起来,共同为病人提供建议,主要针对较复杂的病例。政府可能引导的再融资概念将显示其长期可行性。
{"title":"The Congenital Cardiology Cloud: Proof of feasibility of Germany's first tele-medical network for pediatric cardiology.","authors":"Marko Klais, Ulrike Doll, Ariawan Purbojo, Sven Dittrich, Kathrin Rottermann","doi":"10.1177/1357633X231158838","DOIUrl":"10.1177/1357633X231158838","url":null,"abstract":"<p><strong>Background: </strong>For an optimal interplay based on the data-secure exchange of diagnostic data between patients, ambulatory care, and hospital care, we implemented the first tele-medical network for pediatric cardiology in Germany, the Congenital Cardiology Cloud. This study focuses on its feasibility, technical characteristics, and implementation in routine clinical work.</p><p><strong>Methods: </strong>Tele-medical traffic comprised numbers of incoming/outgoing data, related file types, treatment options for tele-medically processed patients, and patient classification with respect to the severity of disease. Proof of feasibility was related to the number of successful tele-medical transmissions of discharge documents at the end of the observation period (02/2020-10/2020).</p><p><strong>Results: </strong>Analysis of Congenital Cardiology Cloud's data communication showed a number of 1178 files for a total of 349 patients, favoring transmissions towards the clinic. Incoming traffic was predominantly characterized by diagnostic data regarding tele-consultations (76.6%), consisting of a multitude of file types, whereas 93.4% of the dispatched data corresponded to discharge letters. The number of tele-consultations counted up to 61, with a necessary subsequent treatment or diagnostic procedure in 90.2% of the presented cases. Tele-medically processed patients generally showed to be more complex (severe chronic heart disease 42.4% vs. 23.7%). At the end of the observation period, 97.6% of the discharge documents were transmitted via telemedicine.</p><p><strong>Discussion: </strong>The implementation of the first tele-medical network for pediatric cardiology in Germany proves recent technological developments to successfully enable innovative patient care, connecting the ambulatory and hospital sector for a joint patient advice, predominantly in more complex cases. Possible governmentally guided refinancing concepts will show its long-term feasibility.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1573-1580"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9139538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Knowledge, perceptions, and readiness of telepharmacy (KPR-TP) questionnaire among pharmacists: Development and psychometric evaluation. 药剂师对远程药学(KPR-TP)的了解、看法和准备程度问卷:开发与心理测量评估。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-22 DOI: 10.1177/1357633X231163354
Ikhwan Yuda Kusuma, Hening Pratiwi, Afriza Umami, Khamdiyah Indah Kurniasih, Dian Ayu Eka Pitaloka, Suherman Suherman, Marcell Juhász

Introduction: The pandemic increased pressure on healthcare services and forced limited care in all health facilities to ensure the care of all patients. Telepharmacy appears as an alternative to the remote pharmacy practice approach through information and communication technologies, but there are no comprehensive tools to measure pharmacists' knowledge, perception, and readiness to implement telepharmacy. This study developed and validated a questionnaire version of the Knowledge, Perceptions, and Readiness of Telepharmacy (KPR-TP) for pharmacists.

Methods: The KPR-TP assessed three domains: knowledge, perception, and readiness. Its factor structure, reliability, and validity were assessed using 7730 pharmacists from 34 Indonesian provinces. The validity of the model's three-factor structure was assessed using confirmatory factor analysis. Cronbach's alpha and composite reliability were used to validate the consistency of our factors, whereas convergent and discriminant validity established significant relationships between them.

Results: The goodness-of-fit index indicated that the model was economical and reasonable. Furthermore, the correlation between the three domains revealed a significant positive relationship. KRP-TP is a viable instrument for assessing pharmacists' perceptions of telepharmacy in Indonesia.

Conclusion: Overall, we discovered that our questionnaire contains critical constructs for assessing a pharmacist's knowledge, perception, and level of readiness to implement telepharmacy. This study will help pharmacists identify appropriate strategies for skill improvement.

导言:大流行病增加了医疗保健服务的压力,迫使所有医疗机构提供有限的护理,以确保对所有患者的护理。远程药学似乎是通过信息和通信技术进行远程药学实践的一种替代方法,但目前还没有全面的工具来衡量药剂师对实施远程药学的知识、认知和准备程度。本研究开发并验证了针对药剂师的远程药学知识、认知和准备程度(KPR-TP)问卷版本:KPR-TP 评估了三个领域:知识、感知和准备程度。来自印尼 34 个省的 7730 名药剂师对其因子结构、信度和效度进行了评估。使用确认性因子分析评估了模型三因子结构的有效性。Cronbach's alpha 和复合信度用于验证各因子的一致性,而收敛效度和区分效度则确定了各因子之间的显著关系:拟合优度指数表明,该模型是经济合理的。此外,三个领域之间的相关性显示出显著的正相关关系。KRP-TP 是评估印尼药剂师对远程药学看法的可行工具:总之,我们发现我们的问卷包含了评估药剂师对实施远程药学的知识、看法和准备程度的关键结构。这项研究将帮助药剂师确定提高技能的适当策略。
{"title":"Knowledge, perceptions, and readiness of telepharmacy (KPR-TP) questionnaire among pharmacists: Development and psychometric evaluation.","authors":"Ikhwan Yuda Kusuma, Hening Pratiwi, Afriza Umami, Khamdiyah Indah Kurniasih, Dian Ayu Eka Pitaloka, Suherman Suherman, Marcell Juhász","doi":"10.1177/1357633X231163354","DOIUrl":"10.1177/1357633X231163354","url":null,"abstract":"<p><strong>Introduction: </strong>The pandemic increased pressure on healthcare services and forced limited care in all health facilities to ensure the care of all patients. Telepharmacy appears as an alternative to the remote pharmacy practice approach through information and communication technologies, but there are no comprehensive tools to measure pharmacists' knowledge, perception, and readiness to implement telepharmacy. This study developed and validated a questionnaire version of the Knowledge, Perceptions, and Readiness of Telepharmacy (KPR-TP) for pharmacists.</p><p><strong>Methods: </strong>The KPR-TP assessed three domains: knowledge, perception, and readiness. Its factor structure, reliability, and validity were assessed using 7730 pharmacists from 34 Indonesian provinces. The validity of the model's three-factor structure was assessed using confirmatory factor analysis. Cronbach's alpha and composite reliability were used to validate the consistency of our factors, whereas convergent and discriminant validity established significant relationships between them.</p><p><strong>Results: </strong>The goodness-of-fit index indicated that the model was economical and reasonable. Furthermore, the correlation between the three domains revealed a significant positive relationship. KRP-TP is a viable instrument for assessing pharmacists' perceptions of telepharmacy in Indonesia.</p><p><strong>Conclusion: </strong>Overall, we discovered that our questionnaire contains critical constructs for assessing a pharmacist's knowledge, perception, and level of readiness to implement telepharmacy. This study will help pharmacists identify appropriate strategies for skill improvement.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1618-1628"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9156732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How do consumers prefer their care delivered: In-person, telephone or videoconference? 消费者希望如何获得医疗服务?面谈、电话还是视频会议?
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-17 DOI: 10.1177/1357633X231160333
Centaine L Snoswell, Helen M Haydon, Jaimon T Kelly, Emma E Thomas, Liam J Caffery, Anthony C Smith

Aim: To gain a better understanding of consumer experiences with and preferences for telephone and videoconference consultations (telehealth), and how these compare to traditional in-person consultations.

Methods: A national cross-sectional survey was administered to a representative sample of Australian adults who have received a telehealth service within the last year. Consumers were recruited by Qualtrics® through their online sampling service. The sample was representative of the broader Australian population according to gender, age, location (state/territory), and place of residence (urban or remote). Information on demographics (e.g., age, gender, employment status), recent telehealth experience, and preferences for consultation modality was collected. To measure preferences consumers were asked to indicate which modality they would prefer (in-person, telephone, or videoconference) for different scenarios. These included consultations of various time lengths, and for the top ten conditions for which individuals sought a general practitioner.

Results: A total of 1069 consumers completed the survey. When consumers were asked to describe their most recent telehealth appointment, most were for follow-up appointments (67%) and completed by telephone (77%) rather than by videoconference, and with a general practitioner (75%). In-person consultations at a clinic were the top preference in all clinical scenarios presented, except when needing a prescription or to receive test results. In these cases, a telephone consultation was the preferred modality. Inexperience with videoconference and duration of consultation influenced preference for consultation mode. Consumers preferred to have short consultations of around five minutes done by telehealth (telephone or videoconference), while they preferred in-person for longer consultations (up to 60 minutes).

Conclusions: Many Australians have used telehealth in the past year to access healthcare, with telephone being the most common form of communication. Given the option and the experience to date, consumers prefer telephone when consultations related to either prescriptions or test results. Experience with videoconference for consultations increased consumer preferences for using it for future consultations.

目的:更好地了解消费者对电话和视频会议咨询(远程医疗)的体验和偏好,以及与传统面对面咨询的比较:方法:我们对去年接受过远程医疗服务的澳大利亚成年人进行了一次全国性横断面调查。消费者是由 Qualtrics® 通过其在线抽样服务招募的。根据性别、年龄、地点(州/地区)和居住地(城市或偏远地区)的不同,样本在更广泛的澳大利亚人口中具有代表性。收集的信息涉及人口统计学(如年龄、性别、就业状况)、最近的远程医疗经验以及对咨询方式的偏好。为了衡量消费者的偏好,我们要求他们指出在不同情况下更喜欢哪种方式(面谈、电话或视频会议)。这些情景包括不同时间长度的咨询,以及个人寻求全科医生治疗的十大病症:共有 1069 名消费者完成了调查。当消费者被要求描述他们最近的远程医疗预约时,大多数是为了复诊(67%),并且是通过电话(77%)而不是视频会议完成的,而且是与全科医生(75%)进行的。在所有临床场景中,除了需要处方或获得测试结果外,到诊所进行面谈都是首选。在这些情况下,电话咨询是首选方式。对视频会议缺乏经验和会诊时间长短影响了对会诊方式的偏好。消费者更喜欢通过远程医疗(电话或视频会议)进行 5 分钟左右的简短咨询,而对于时间较长的咨询(长达 60 分钟),他们则更喜欢面对面咨询:结论:在过去的一年中,许多澳大利亚人使用远程医疗来获得医疗保健服务,其中电话是最常见的沟通方式。根据消费者的选择和迄今为止的经验,当咨询与处方或检验结果有关时,他们更愿意选择电话。使用视频会议进行咨询的经验增加了消费者对今后使用视频会议进行咨询的偏好。
{"title":"How do consumers prefer their care delivered: In-person, telephone or videoconference?","authors":"Centaine L Snoswell, Helen M Haydon, Jaimon T Kelly, Emma E Thomas, Liam J Caffery, Anthony C Smith","doi":"10.1177/1357633X231160333","DOIUrl":"10.1177/1357633X231160333","url":null,"abstract":"<p><strong>Aim: </strong>To gain a better understanding of consumer experiences with and preferences for telephone and videoconference consultations (telehealth), and how these compare to traditional in-person consultations.</p><p><strong>Methods: </strong>A national cross-sectional survey was administered to a representative sample of Australian adults who have received a telehealth service within the last year. Consumers were recruited by Qualtrics® through their online sampling service. The sample was representative of the broader Australian population according to gender, age, location (state/territory), and place of residence (urban or remote). Information on demographics (e.g., age, gender, employment status), recent telehealth experience, and preferences for consultation modality was collected. To measure preferences consumers were asked to indicate which modality they would prefer (in-person, telephone, or videoconference) for different scenarios. These included consultations of various time lengths, and for the top ten conditions for which individuals sought a general practitioner.</p><p><strong>Results: </strong>A total of 1069 consumers completed the survey. When consumers were asked to describe their most recent telehealth appointment, most were for follow-up appointments (67%) and completed by telephone (77%) rather than by videoconference, and with a general practitioner (75%). In-person consultations at a clinic were the top preference in all clinical scenarios presented, except when needing a prescription or to receive test results. In these cases, a telephone consultation was the preferred modality. Inexperience with videoconference and duration of consultation influenced preference for consultation mode. Consumers preferred to have short consultations of around five minutes done by telehealth (telephone or videoconference), while they preferred in-person for longer consultations (up to 60 minutes).</p><p><strong>Conclusions: </strong>Many Australians have used telehealth in the past year to access healthcare, with telephone being the most common form of communication. Given the option and the experience to date, consumers prefer telephone when consultations related to either prescriptions or test results. Experience with videoconference for consultations increased consumer preferences for using it for future consultations.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1555-1562"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9492046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Care trajectories for patients utilizing electronic visits for COVID-like symptoms in a large healthcare delivery system: May 2020-December 2021. 在一个大型医疗保健服务系统中,对因 COVID 类似症状而使用电子就诊的患者进行护理追踪:2020 年 5 月至 2021 年 12 月。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-22 DOI: 10.1177/1357633X231162874
Holly C Groom, Phil Crawford, Eduardo Azziz-Baumgartner, Michelle L Henninger, Ning Smith, Bianca Salas, Judy Donald, Allison L Naleway

Background: There is limited information about how on-line screening tools developed by integrated systems facilitated management of COVID-like illness patients.

Methods: Using the Kaiser Permanente Northwest (KPNW) Electronic Health Record, we identified adult plan members who accessed online COVID-19 screening e-visits and enumerated their subsequent medical encounters, tests for SARS-CoV-2, and test outcomes.

Results: Between May 2020 and December 2021, members completed 55,139 e-visits, with disproportionate representation among females (65% vs. 53% in the overall membership) and members aged <45 years (61% vs. 39%). Thirty percent of patients (16,953) were managed entirely through e-visits and 70% received subsequent in-person care. The percent of SARS-CoV-2 positive individuals was highest among the 1055 individuals triaged to inpatient care (17.9%), compared to 9.5% among those escalated to additional ambulatory care.

Conclusions: The e-visit on-line screening tool helped KPNW assist thousands of patients with COVID-19 symptoms, avoid unnecessary in-person patient encounters, and preserved KPNW infection control and pandemic surge capacity.

背景:关于综合系统开发的在线筛查工具如何帮助管理 COVID-like 疾病患者的信息有限:关于综合系统开发的在线筛查工具如何促进对 COVID-like 疾病患者的管理,相关信息十分有限:方法:我们使用西北凯撒医疗保险公司(Kaiser Permanente Northwest,KPNW)的电子健康记录,确定了访问在线 COVID-19 筛查电子访问的成人计划成员,并统计了他们随后的就诊情况、SARS-CoV-2 检测和检测结果:在 2020 年 5 月至 2021 年 12 月期间,共有 55,139 名会员完成了电子就诊,其中女性(占 65%,整体会员中占 53%)和结论年龄段的会员比例偏高:电子就诊在线筛查工具帮助 KPNW 为数千名出现 COVID-19 症状的患者提供了帮助,避免了不必要的面对面就诊,并保持了 KPNW 的感染控制和大流行应急能力。
{"title":"Care trajectories for patients utilizing electronic visits for COVID-like symptoms in a large healthcare delivery system: May 2020-December 2021.","authors":"Holly C Groom, Phil Crawford, Eduardo Azziz-Baumgartner, Michelle L Henninger, Ning Smith, Bianca Salas, Judy Donald, Allison L Naleway","doi":"10.1177/1357633X231162874","DOIUrl":"10.1177/1357633X231162874","url":null,"abstract":"<p><strong>Background: </strong>There is limited information about how on-line screening tools developed by integrated systems facilitated management of COVID-like illness patients.</p><p><strong>Methods: </strong>Using the Kaiser Permanente Northwest (KPNW) Electronic Health Record, we identified adult plan members who accessed online COVID-19 screening e-visits and enumerated their subsequent medical encounters, tests for SARS-CoV-2, and test outcomes.</p><p><strong>Results: </strong>Between May 2020 and December 2021, members completed 55,139 e-visits, with disproportionate representation among females (65% vs. 53% in the overall membership) and members aged <45 years (61% vs. 39%). Thirty percent of patients (16,953) were managed entirely through e-visits and 70% received subsequent in-person care. The percent of SARS-CoV-2 positive individuals was highest among the 1055 individuals triaged to inpatient care (17.9%), compared to 9.5% among those escalated to additional ambulatory care.</p><p><strong>Conclusions: </strong>The e-visit on-line screening tool helped KPNW assist thousands of patients with COVID-19 symptoms, avoid unnecessary in-person patient encounters, and preserved KPNW infection control and pandemic surge capacity.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1598-1606"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11753189/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9156731","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementation of deep learning artificial intelligence in vision-threatening disease screenings for an underserved community during COVID-19. 在 COVID-19 期间,为服务不足的社区实施深度学习人工智能视力威胁疾病筛查。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-13 DOI: 10.1177/1357633X231158832
Aretha Zhu, Priya Tailor, Rashika Verma, Isis Zhang, Brian Schott, Catherine Ye, Bernard Szirth, Miriam Habiel, Albert S Khouri

Introduction: Age-related macular degeneration, diabetic retinopathy, and glaucoma are vision-threatening diseases that are leading causes of vision loss. Many studies have validated deep learning artificial intelligence for image-based diagnosis of vision-threatening diseases. Our study prospectively investigated deep learning artificial intelligence applications in student-run non-mydriatic screenings for an underserved, primarily Hispanic community during COVID-19.

Methods: Five supervised student-run community screenings were held in West New York, New Jersey. Participants underwent non-mydriatic 45-degree retinal imaging by medical students. Images were uploaded to a cloud-based deep learning artificial intelligence for vision-threatening disease referral. An on-site tele-ophthalmology grader and remote clinical ophthalmologist graded images, with adjudication by a senior ophthalmologist to establish the gold standard diagnosis, which was used to assess the performance of deep learning artificial intelligence.

Results: A total of 385 eyes from 195 screening participants were included (mean age 52.43  ±  14.5 years, 40.0% female). A total of 48 participants were referred for at least one vision-threatening disease. Deep learning artificial intelligence marked 150/385 (38.9%) eyes as ungradable, compared to 10/385 (2.6%) ungradable as per the human gold standard (p < 0.001). Deep learning artificial intelligence had 63.2% sensitivity, 94.5% specificity, 32.0% positive predictive value, and 98.4% negative predictive value in vision-threatening disease referrals. Deep learning artificial intelligence successfully referred all 4 eyes with multiple vision-threatening diseases. Deep learning artificial intelligence graded images (35.6  ±  13.3 s) faster than the tele-ophthalmology grader (129  ±  41.0) and clinical ophthalmologist (68  ±  21.9, p < 0.001).

Discussion: Deep learning artificial intelligence can increase the efficiency and accessibility of vision-threatening disease screenings, particularly in underserved communities. Deep learning artificial intelligence should be adaptable to different environments. Consideration should be given to how deep learning artificial intelligence can best be utilized in a real-world application, whether in computer-aided or autonomous diagnosis.

导言:老年黄斑变性、糖尿病视网膜病变和青光眼是威胁视力的疾病,也是导致视力丧失的主要原因。许多研究已经验证了深度学习人工智能在基于图像的视力威胁性疾病诊断中的应用。我们的研究前瞻性地调查了深度学习人工智能在 COVID-19 期间由学生负责的非眼底筛查中的应用,该筛查主要针对服务不足的西班牙裔社区:方法:在新泽西州西纽约市举行了五次由学生监督的社区筛查。参加者在医科学生的指导下进行了非眼球45度视网膜成像。图像被上传到基于云的深度学习人工智能,用于威胁视力的疾病转诊。一名现场远程眼科分级师和远程临床眼科医生对图像进行分级,并由一名资深眼科医生进行裁定,以建立金标准诊断,用于评估深度学习人工智能的性能:共纳入195名筛查参与者的385只眼睛(平均年龄(52.43±14.5)岁,女性占40.0%)。共有 48 名参与者因至少一种威胁视力的疾病而被转诊。深度学习人工智能将150/385(38.9%)只眼睛标记为不可分级,而根据人类金标准将10/385(2.6%)只眼睛标记为不可分级(p p 讨论:深度学习人工智能可以提高威胁视力疾病筛查的效率和可及性,尤其是在服务不足的社区。深度学习人工智能应能适应不同的环境。无论是在计算机辅助诊断还是自主诊断中,都应考虑如何在实际应用中更好地利用深度学习人工智能。
{"title":"Implementation of deep learning artificial intelligence in vision-threatening disease screenings for an underserved community during COVID-19.","authors":"Aretha Zhu, Priya Tailor, Rashika Verma, Isis Zhang, Brian Schott, Catherine Ye, Bernard Szirth, Miriam Habiel, Albert S Khouri","doi":"10.1177/1357633X231158832","DOIUrl":"10.1177/1357633X231158832","url":null,"abstract":"<p><strong>Introduction: </strong>Age-related macular degeneration, diabetic retinopathy, and glaucoma are vision-threatening diseases that are leading causes of vision loss. Many studies have validated deep learning artificial intelligence for image-based diagnosis of vision-threatening diseases. Our study prospectively investigated deep learning artificial intelligence applications in student-run non-mydriatic screenings for an underserved, primarily Hispanic community during COVID-19.</p><p><strong>Methods: </strong>Five supervised student-run community screenings were held in West New York, New Jersey. Participants underwent non-mydriatic 45-degree retinal imaging by medical students. Images were uploaded to a cloud-based deep learning artificial intelligence for vision-threatening disease referral. An on-site tele-ophthalmology grader and remote clinical ophthalmologist graded images, with adjudication by a senior ophthalmologist to establish the gold standard diagnosis, which was used to assess the performance of deep learning artificial intelligence.</p><p><strong>Results: </strong>A total of 385 eyes from 195 screening participants were included (mean age 52.43  ±  14.5 years, 40.0% female). A total of 48 participants were referred for at least one vision-threatening disease. Deep learning artificial intelligence marked 150/385 (38.9%) eyes as ungradable, compared to 10/385 (2.6%) ungradable as per the human gold standard (<i>p</i> < 0.001). Deep learning artificial intelligence had 63.2% sensitivity, 94.5% specificity, 32.0% positive predictive value, and 98.4% negative predictive value in vision-threatening disease referrals. Deep learning artificial intelligence successfully referred all 4 eyes with multiple vision-threatening diseases. Deep learning artificial intelligence graded images (35.6  ±  13.3 s) faster than the tele-ophthalmology grader (129  ±  41.0) and clinical ophthalmologist (68  ±  21.9, <i>p</i> < 0.001).</p><p><strong>Discussion: </strong>Deep learning artificial intelligence can increase the efficiency and accessibility of vision-threatening disease screenings, particularly in underserved communities. Deep learning artificial intelligence should be adaptable to different environments. Consideration should be given to how deep learning artificial intelligence can best be utilized in a real-world application, whether in computer-aided or autonomous diagnosis.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1590-1597"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10014445/pdf/10.1177_1357633X231158832.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9490472","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Therapeutic alliance in videoconferencing psychotherapy compared to psychotherapy in person: A systematic review and meta-analysis. 视频会议心理治疗与面对面心理治疗的治疗联盟比较:系统回顾和荟萃分析。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-28 DOI: 10.1177/1357633X231161774
Patrik D Seuling, Johannes C Fendel, Lukas Spille, Anja S Göritz, Stefan Schmidt

Introduction: Videoconferencing psychotherapy (VCP) delivers treatment to individuals with limited access to face-to-face mental healthcare. VCP's effectiveness has been demonstrated for various disorders and therapeutic interventions. However, there is contradictory evidence regarding the therapeutic alliance in VCP as compared to psychotherapy in person (PIP). This meta-analysis examines whether therapeutic alliance differs by psychotherapy's delivery format, namely VCP versus PIP.

Methods: We searched five databases for trials comparing the therapeutic alliance in VCP and PIP, wherein the therapeutic alliance was rated by either patients or therapists or both. Eighteen publications were included, and the difference between VCP and PIP was assessed. Furthermore, we tested possible moderators of the difference in therapeutic alliance between VCP and PIP by meta-regression, and we assessed the risk of bias of this meta-analysis.

Results: The meta-analysis revealed no statistically significant difference in the therapeutic alliance between VCP and PIP for alliance ratings by patients (SMD = -0.09; 95% CI = -0.26; 0.07) as well as by therapists (SMD = 0.04; 95% CI = -0.17; 0.25). No significant moderators were found.

Discussion: In this meta-analysis, VCP and PIP did not differ with respect to the therapeutic alliance as rated by either patients or therapists. Further research is required into mechanisms driving the therapeutic alliance in VCP and PIP.

导言:视频会议心理疗法(VCP)可为无法获得面对面心理保健服务的人提供治疗。视频会议心理疗法对各种疾病和治疗干预的有效性已得到证实。然而,与面对面心理治疗(PIP)相比,VCP 的治疗联盟存在着相互矛盾的证据。本荟萃分析研究了心理疗法的实施形式(即 VCP 与 PIP)是否会导致治疗联盟出现差异:我们在五个数据库中搜索了比较 VCP 和 PIP 治疗联盟的试验,其中治疗联盟由患者或治疗师或两者共同评定。共纳入了 18 篇文献,并对 VCP 和 PIP 之间的差异进行了评估。此外,我们还通过元回归测试了 VCP 和 PIP 治疗联盟差异的可能调节因素,并评估了该荟萃分析的偏倚风险:荟萃分析表明,在患者(SMD = -0.09;95% CI = -0.26;0.07)和治疗师(SMD = 0.04;95% CI = -0.17;0.25)的联盟评价中,VCP 和 PIP 之间的治疗联盟没有统计学意义上的显著差异。没有发现明显的调节因素:在这项荟萃分析中,VCP 和 PIP 在患者或治疗师评价的治疗联盟方面没有差异。需要进一步研究 VCP 和 PIP 治疗联盟的驱动机制。
{"title":"Therapeutic alliance in videoconferencing psychotherapy compared to psychotherapy in person: A systematic review and meta-analysis.","authors":"Patrik D Seuling, Johannes C Fendel, Lukas Spille, Anja S Göritz, Stefan Schmidt","doi":"10.1177/1357633X231161774","DOIUrl":"10.1177/1357633X231161774","url":null,"abstract":"<p><strong>Introduction: </strong>Videoconferencing psychotherapy (VCP) delivers treatment to individuals with limited access to face-to-face mental healthcare. VCP's effectiveness has been demonstrated for various disorders and therapeutic interventions. However, there is contradictory evidence regarding the therapeutic alliance in VCP as compared to psychotherapy in person (PIP). This meta-analysis examines whether therapeutic alliance differs by psychotherapy's delivery format, namely VCP versus PIP.</p><p><strong>Methods: </strong>We searched five databases for trials comparing the therapeutic alliance in VCP and PIP, wherein the therapeutic alliance was rated by either patients or therapists or both. Eighteen publications were included, and the difference between VCP and PIP was assessed. Furthermore, we tested possible moderators of the difference in therapeutic alliance between VCP and PIP by meta-regression, and we assessed the risk of bias of this meta-analysis.</p><p><strong>Results: </strong>The meta-analysis revealed no statistically significant difference in the therapeutic alliance between VCP and PIP for alliance ratings by patients (SMD = -0.09; 95% CI = -0.26; 0.07) as well as by therapists (SMD = 0.04; 95% CI = -0.17; 0.25). No significant moderators were found.</p><p><strong>Discussion: </strong>In this meta-analysis, VCP and PIP did not differ with respect to the therapeutic alliance as rated by either patients or therapists. Further research is required into mechanisms driving the therapeutic alliance in VCP and PIP.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1521-1531"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9194543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The use of telemedicine for perioperative pain management during the COVID-19 pandemic. 在 COVID-19 大流行期间使用远程医疗进行围手术期疼痛管理。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-27 DOI: 10.1177/1357633X231162399
Anping Xie, Yea-Jen Hsu, Traci J Speed, Jamia Saunders, Jaclyn Nguyen, Amro Khasawneh, Samuel Kim, Jill A Marsteller, Eileen M McDonald, Ronen Shechter, Marie N Hanna

Introduction: Using a human factors engineering approach, the Johns Hopkins Personalized Pain Program adopted telemedicine for perioperative pain management in response to the COVID-19 pandemic. This study examines the impact of telemedicine adoption on the quality and outcomes of perioperative pain management.

Methods: A mixed-methods study with a convergent parallel design was conducted. From June 2017 to December 2021, 902 patients participated in the Personalized Pain Program. Quantitative data on daily opioid consumption, pain severity and interference, physical and mental health status, and patient satisfaction and engagement were continuously collected with all patients using chart review and patient surveys. Beginning 23 March 2020, the Personalized Pain Program transitioned to telemedicine. A pre-post quasi-experimental design was used to examine the impact of telemedicine. In addition, qualitative interviews were conducted with 3 clinicians and 17 patients to explore their experience with telemedicine visits.

Results: The monthly number of new patients seen in the Personalized Pain Program did not significantly change before and after telemedicine adoption. Compared to patients having in-person visits before the pandemic, patients having telemedicine visits during the pandemic achieved comparable improvements in daily opioid consumption, pain severity and interference, and physical health status. While telemedicine helped overcome many challenges faced by the patients, the limitations of telemedicine were also discussed.

Conclusion: The COVID-19 pandemic stimulated the use of telemedicine. To facilitate telemedicine adoption beyond the pandemic, future research is needed to examine best practices for telemedicine adoption and provide additional evidence on the effectiveness of telemedicine.

介绍:约翰霍普金斯大学个性化疼痛项目采用人因工程学方法,将远程医疗用于围手术期疼痛管理,以应对 COVID-19 大流行。本研究探讨了采用远程医疗对围术期疼痛管理的质量和效果的影响:方法:采用收敛平行设计的混合方法进行研究。从 2017 年 6 月到 2021 年 12 月,902 名患者参加了个性化疼痛项目。通过病历审查和患者调查,持续收集所有患者的每日阿片类药物用量、疼痛严重程度和干扰、身心健康状态、患者满意度和参与度等定量数据。自 2020 年 3 月 23 日起,个性化疼痛项目过渡到远程医疗。我们采用了前-后准实验设计来考察远程医疗的影响。此外,还对 3 名临床医生和 17 名患者进行了定性访谈,以了解他们对远程医疗就诊的体验:结果:在采用远程医疗前后,个性化疼痛项目的每月新就诊患者人数没有明显变化。与大流行前接受现场就诊的患者相比,大流行期间接受远程医疗就诊的患者在每日阿片类药物用量、疼痛严重程度和干扰程度以及身体健康状况方面的改善程度相当。虽然远程医疗有助于克服患者面临的许多挑战,但也讨论了远程医疗的局限性:结论:COVID-19 大流行促进了远程医疗的使用。为了在大流行之后促进远程医疗的应用,未来的研究需要考察远程医疗应用的最佳实践,并为远程医疗的有效性提供更多证据。
{"title":"The use of telemedicine for perioperative pain management during the COVID-19 pandemic.","authors":"Anping Xie, Yea-Jen Hsu, Traci J Speed, Jamia Saunders, Jaclyn Nguyen, Amro Khasawneh, Samuel Kim, Jill A Marsteller, Eileen M McDonald, Ronen Shechter, Marie N Hanna","doi":"10.1177/1357633X231162399","DOIUrl":"10.1177/1357633X231162399","url":null,"abstract":"<p><strong>Introduction: </strong>Using a human factors engineering approach, the Johns Hopkins Personalized Pain Program adopted telemedicine for perioperative pain management in response to the COVID-19 pandemic. This study examines the impact of telemedicine adoption on the quality and outcomes of perioperative pain management.</p><p><strong>Methods: </strong>A mixed-methods study with a convergent parallel design was conducted. From June 2017 to December 2021, 902 patients participated in the Personalized Pain Program. Quantitative data on daily opioid consumption, pain severity and interference, physical and mental health status, and patient satisfaction and engagement were continuously collected with all patients using chart review and patient surveys. Beginning 23 March 2020, the Personalized Pain Program transitioned to telemedicine. A pre-post quasi-experimental design was used to examine the impact of telemedicine. In addition, qualitative interviews were conducted with 3 clinicians and 17 patients to explore their experience with telemedicine visits.</p><p><strong>Results: </strong>The monthly number of new patients seen in the Personalized Pain Program did not significantly change before and after telemedicine adoption. Compared to patients having in-person visits before the pandemic, patients having telemedicine visits during the pandemic achieved comparable improvements in daily opioid consumption, pain severity and interference, and physical health status. While telemedicine helped overcome many challenges faced by the patients, the limitations of telemedicine were also discussed.</p><p><strong>Conclusion: </strong>The COVID-19 pandemic stimulated the use of telemedicine. To facilitate telemedicine adoption beyond the pandemic, future research is needed to examine best practices for telemedicine adoption and provide additional evidence on the effectiveness of telemedicine.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1607-1617"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10051007/pdf/10.1177_1357633X231162399.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9601725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Teleneurocritical care is associated with equivalent billable charges to in-person neurocritical care for patients with acute stroke. 对急性中风患者而言,远程神经重症监护的收费与现场神经重症监护的收费相当。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-04-09 DOI: 10.1177/1357633X231166160
Nick M Murray, Katherine Thomas, Dean Roller, Scott Marshall, Julie Martinez, Robert Hoesch, Kyle Hobbs, Shawn Smith, Kevin Meier, Adrian Puttgen

Introduction: Teleneurocritical care (TNCC) provides virtual care for hospitals who do not have continuous neurointensivist coverage. It is not known if TNCC is cost effective nor which variables impact the total billed charges per patient encounter. We characterize cost, defined by charge characteristics of TNCC compared to in-person neurocritical care (NCC), for patients with acute ischemic or hemorrhagic stroke requiring ICU care.

Methods: We performed a retrospective review from 2018 to 2021 of prospectively collected multinstitutional databases from a large, integrated, not-for-profit health system with an in-person NCC and spoke TNCC sites. The primary outcome was the total billable charge per TNCC patient with acute ischemic or hemorrhagic stroke compared to in-person NCC. Secondary outcomes were functional outcome, transfer rate, and length of stay (LOS).

Results: A total of 1779 patients met inclusion criteria, 1062 at the hub in-person NCC hospital and 717 at spoke TNCC hospitals. Total billed patient charges of TNCC were similar to in-person NCC (median 104% of the cost per in-person NCC patient, 95% CI: 99%-108%). From 2018 to 2021, the charge difference between TNCC and NCC was not different (r2  =  0.71, p  =  0.16). Both age and length stay were independently predictive of charges: for every year older the charge increased by US $6.3, and every day greater LOS the charge increased by $2084.3 (p < 0.001, both). TNCC transfer rates were low, and TNCC had shorter LOS and greater favorable functional outcome.

Discussion: TNCC was associated with similar patient financial charges as compared to in-person NCC. Standardization of care and the integrated hub-spoke value-focused operational procedures of TNCC may be applicable to other healthcare systems, however, further prospective study is needed.

导言:远程神经重症监护(TNCC)为没有连续神经重症监护医生的医院提供虚拟监护。目前尚不清楚 TNCC 是否具有成本效益,也不清楚哪些变量会影响每次就诊的总费用。我们对需要重症监护室治疗的急性缺血性或出血性卒中患者的成本进行了分析,根据 TNCC 与亲自神经重症监护(NCC)相比的收费特征进行定义:我们从 2018 年到 2021 年对一个大型、综合、非营利性医疗系统的多机构数据库进行了回顾性分析,该系统拥有一个亲临现场的神经重症监护中心(NCC)和一个 TNCC 中心。主要结果是与亲诊 NCC 相比,每位 TNCC 急性缺血性或出血性脑卒中患者的计费总费用。次要结果是功能结果、转院率和住院时间(LOS):共有 1,779 名患者符合纳入标准,其中 1,062 名患者在 NCC 中心医院接受治疗,717 名患者在 TNCC 分支医院接受治疗。TNCC的患者总费用与亲诊NCC相似(中位数为每位亲诊NCC患者费用的104%,95% CI:99%-108%)。从 2018 年到 2021 年,TNCC 和 NCC 的收费差异不大(r2 = 0.71,p = 0.16)。年龄和住院时间均可独立预测费用:年龄每增加一岁,费用增加 6.3 美元;住院时间每延长一天,费用增加 2084.3 美元(P 讨论):与面对面的 NCC 相比,TNCC 与类似的患者财务费用相关。TNCC 的标准化护理和以价值为中心的综合枢纽-辐条操作程序可能适用于其他医疗系统,但还需要进一步的前瞻性研究。
{"title":"Teleneurocritical care is associated with equivalent billable charges to in-person neurocritical care for patients with acute stroke.","authors":"Nick M Murray, Katherine Thomas, Dean Roller, Scott Marshall, Julie Martinez, Robert Hoesch, Kyle Hobbs, Shawn Smith, Kevin Meier, Adrian Puttgen","doi":"10.1177/1357633X231166160","DOIUrl":"10.1177/1357633X231166160","url":null,"abstract":"<p><strong>Introduction: </strong>Teleneurocritical care (TNCC) provides virtual care for hospitals who do not have continuous neurointensivist coverage. It is not known if TNCC is cost effective nor which variables impact the total billed charges per patient encounter. We characterize cost, defined by charge characteristics of TNCC compared to in-person neurocritical care (NCC), for patients with acute ischemic or hemorrhagic stroke requiring ICU care.</p><p><strong>Methods: </strong>We performed a retrospective review from 2018 to 2021 of prospectively collected multinstitutional databases from a large, integrated, not-for-profit health system with an in-person NCC and spoke TNCC sites. The primary outcome was the total billable charge per TNCC patient with acute ischemic or hemorrhagic stroke compared to in-person NCC. Secondary outcomes were functional outcome, transfer rate, and length of stay (LOS).</p><p><strong>Results: </strong>A total of 1779 patients met inclusion criteria, 1062 at the hub in-person NCC hospital and 717 at spoke TNCC hospitals. Total billed patient charges of TNCC were similar to in-person NCC (median 104% of the cost per in-person NCC patient, 95% CI: 99%-108%). From 2018 to 2021, the charge difference between TNCC and NCC was not different (<i>r</i><sup>2</sup>  =  0.71, <i>p</i>  =  0.16). Both age and length stay were independently predictive of charges: for every year older the charge increased by US $6.3, and every day greater LOS the charge increased by $2084.3 (<i>p</i> < 0.001, both). TNCC transfer rates were low, and TNCC had shorter LOS and greater favorable functional outcome.</p><p><strong>Discussion: </strong>TNCC was associated with similar patient financial charges as compared to in-person NCC. Standardization of care and the integrated hub-spoke value-focused operational procedures of TNCC may be applicable to other healthcare systems, however, further prospective study is needed.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1629-1635"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9257633","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using data analytics for telehealth utilization: A case study in Arkansas. 利用数据分析促进远程保健的使用:阿肯色州案例研究。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-12-01 Epub Date: 2023-03-07 DOI: 10.1177/1357633X231160039
Aysenur Betul Cengil, Burak Eksioglu, Sandra Eksioglu, Hari Eswaran, Corey J Hayes, Cari A Bogulski

Introduction: Many patients used telehealth services during the COVID-19 pandemic. In this study, we evaluate how different factors have affected telehealth utilization in recent years. Decision makers at the federal and state levels can use the results of this study to inform their healthcare-related policy decisions.

Methods: We implemented data analytics techniques to determine the factors that explain the use of telehealth by developing a case study using data from Arkansas. Specifically, we built a random forest regression model which helps us identify the important factors in telehealth utilization. We evaluated how each factor impacts the number of telehealth patients in Arkansas counties.

Results: Of the 11 factors evaluated, five are demographic, and six are socioeconomic factors. Socioeconomic factors are relatively easier to influence in the short term. Based on our results, broadband subscription is the most important socioeconomic factor and population density is the most important demographic factor. These two factors were followed by education level, computer use, and disability in terms of their importance as it relates to telehealth use.

Discussion: Based on studies in the literature, telehealth has the potential to improve healthcare services by improving doctor utilization, reducing direct and indirect waiting times, and reducing costs. Thus, federal and state decision makers can influence the utilization of telehealth in specific locations by focusing on important factors. For example, investments can be made to increase broadband subscriptions, education levels, and computer use in targeted locations.

简介在 COVID-19 大流行期间,许多患者使用了远程保健服务。在本研究中,我们评估了近年来不同因素对远程医疗利用率的影响。联邦和州一级的决策者可以利用本研究的结果为他们的医疗保健相关政策决策提供参考:我们采用数据分析技术,利用阿肯色州的数据开展案例研究,以确定解释远程医疗使用情况的因素。具体来说,我们建立了一个随机森林回归模型,帮助我们确定远程医疗使用中的重要因素。我们评估了每个因素对阿肯色州各县远程医疗患者数量的影响:在评估的 11 个因素中,5 个是人口因素,6 个是社会经济因素。社会经济因素在短期内相对更容易受到影响。根据我们的结果,宽带用户是最重要的社会经济因素,人口密度是最重要的人口因素。这两个因素与远程保健使用的重要性依次为教育水平、计算机使用和残疾:根据文献研究,远程医疗有可能通过提高医生利用率、减少直接和间接等待时间以及降低成本来改善医疗服务。因此,联邦和各州的决策者可以通过关注重要因素来影响远程医疗在特定地区的使用。例如,可以投资增加目标地点的宽带用户、教育水平和计算机使用率。
{"title":"Using data analytics for telehealth utilization: A case study in Arkansas.","authors":"Aysenur Betul Cengil, Burak Eksioglu, Sandra Eksioglu, Hari Eswaran, Corey J Hayes, Cari A Bogulski","doi":"10.1177/1357633X231160039","DOIUrl":"10.1177/1357633X231160039","url":null,"abstract":"<p><strong>Introduction: </strong>Many patients used telehealth services during the COVID-19 pandemic. In this study, we evaluate how different factors have affected telehealth utilization in recent years. Decision makers at the federal and state levels can use the results of this study to inform their healthcare-related policy decisions.</p><p><strong>Methods: </strong>We implemented data analytics techniques to determine the factors that explain the use of telehealth by developing a case study using data from Arkansas. Specifically, we built a random forest regression model which helps us identify the important factors in telehealth utilization. We evaluated how each factor impacts the number of telehealth patients in Arkansas counties.</p><p><strong>Results: </strong>Of the 11 factors evaluated, five are demographic, and six are socioeconomic factors. Socioeconomic factors are relatively easier to influence in the short term. Based on our results, <i>broadband subscription</i> is the most important socioeconomic factor and <i>population density</i> is the most important demographic factor. These two factors were followed by <i>education level</i>, <i>computer use</i>, and <i>disability</i> in terms of their importance as it relates to telehealth use.</p><p><strong>Discussion: </strong>Based on studies in the literature, telehealth has the potential to improve healthcare services by improving doctor utilization, reducing direct and indirect waiting times, and reducing costs. Thus, federal and state decision makers can influence the utilization of telehealth in specific locations by focusing on important factors. For example, investments can be made to increase broadband subscriptions, education levels, and computer use in targeted locations.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1563-1572"},"PeriodicalIF":3.5,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9408571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comprehensive evaluation tool to assess community capacity and readiness for virtual care implementation. 用于评估社区能力和虚拟医疗实施准备情况的综合评估工具。
IF 3.5 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-11-19 DOI: 10.1177/1357633X241293854
Joseph P Deason, Scott J Adams, Amal Khan, Stacey Lovo, Ivar Mendez

Introduction: The rapid evolution and implementation of virtual care technologies for clinical use often exceeds the development of standardized implementation protocols, leading to gaps in the equitable and sustainable adoption of virtual care services, particularly in rural and remote areas. This paper introduces a comprehensive evaluation tool designed to assess community capacity and readiness for virtual care.

Methods: The development of the tool was informed by experiences from the Virtual Care and Robotics Program at the University of Saskatchewan. It involved a collaborative, multi-stakeholder approach that engaged healthcare leaders, IT experts and community healthcare workers. This iterative process included defining evaluation categories, mapping evaluative domains and refining the tool into a user-friendly checklist manual.

Results: The tool identifies three key domains for assessing readiness: clinical needs, technology infrastructure and human resources/workflows. It was piloted in the remote community of Fond du Lac, Saskatchewan, where it successfully qualified the community for implementing telerobotic ultrasound services. The tool facilitated local engagement and highlighted the community's specific needs and readiness, enhancing the implementation process.

Conclusion: This evaluation tool contributes to bridging the gap between the rapid deployment of virtual care technologies and the need for comprehensive, standardized implementation protocols. It offers a structured, practical approach to assessing and enhancing community readiness for virtual care while promoting successful clinical implementation and equitable access to healthcare.

导言:虚拟医疗技术在临床应用中的快速发展和实施往往超过了标准化实施协议的制定,导致在公平和可持续地采用虚拟医疗服务方面存在差距,尤其是在农村和偏远地区。本文介绍了一种综合评估工具,旨在评估虚拟医疗的社区能力和准备情况:该工具的开发借鉴了萨斯喀彻温大学虚拟医疗和机器人项目的经验。它采用了一种多利益相关方合作的方法,让医疗保健领导者、IT 专家和社区医疗保健工作者参与其中。这一迭代过程包括定义评估类别、绘制评估领域图以及将工具完善为用户友好型核对表手册:结果:该工具确定了评估准备情况的三个关键领域:临床需求、技术基础设施和人力资源/工作流程。该工具在萨斯喀彻温省 Fond du Lac 的偏远社区进行了试点,成功地使该社区具备了实施远程机器人超声波服务的条件。该工具促进了当地的参与,并强调了社区的具体需求和准备情况,从而加强了实施过程:该评估工具有助于缩小虚拟医疗技术的快速部署与全面、标准化实施协议需求之间的差距。它提供了一种结构化的实用方法,用于评估和加强社区对虚拟医疗的准备程度,同时促进临床实施的成功和医疗服务的公平获取。
{"title":"A comprehensive evaluation tool to assess community capacity and readiness for virtual care implementation.","authors":"Joseph P Deason, Scott J Adams, Amal Khan, Stacey Lovo, Ivar Mendez","doi":"10.1177/1357633X241293854","DOIUrl":"https://doi.org/10.1177/1357633X241293854","url":null,"abstract":"<p><strong>Introduction: </strong>The rapid evolution and implementation of virtual care technologies for clinical use often exceeds the development of standardized implementation protocols, leading to gaps in the equitable and sustainable adoption of virtual care services, particularly in rural and remote areas. This paper introduces a comprehensive evaluation tool designed to assess community capacity and readiness for virtual care.</p><p><strong>Methods: </strong>The development of the tool was informed by experiences from the Virtual Care and Robotics Program at the University of Saskatchewan. It involved a collaborative, multi-stakeholder approach that engaged healthcare leaders, IT experts and community healthcare workers. This iterative process included defining evaluation categories, mapping evaluative domains and refining the tool into a user-friendly checklist manual.</p><p><strong>Results: </strong>The tool identifies three key domains for assessing readiness: clinical needs, technology infrastructure and human resources/workflows. It was piloted in the remote community of Fond du Lac, Saskatchewan, where it successfully qualified the community for implementing telerobotic ultrasound services. The tool facilitated local engagement and highlighted the community's specific needs and readiness, enhancing the implementation process.</p><p><strong>Conclusion: </strong>This evaluation tool contributes to bridging the gap between the rapid deployment of virtual care technologies and the need for comprehensive, standardized implementation protocols. It offers a structured, practical approach to assessing and enhancing community readiness for virtual care while promoting successful clinical implementation and equitable access to healthcare.</p>","PeriodicalId":50024,"journal":{"name":"Journal of Telemedicine and Telecare","volume":" ","pages":"1357633X241293854"},"PeriodicalIF":3.5,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142677500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Telemedicine and Telecare
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1