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Barriers and Facilitators Experienced During the Implementation of Web-Based Teleradiology System in Public Hospitals of the Northwest Ethiopia: An Interpretive Description Study. 埃塞俄比亚西北部公立医院实施基于网络的远程放射学系统过程中遇到的障碍和促进因素:解释性描述研究》。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-06 eCollection Date: 2024-01-01 DOI: 10.1155/2024/5578056
Araya Mesfin Nigatu, Tesfahun Melese Yilma, Lemma Derseh Gezie, Yonathan Gebrewold, Monika Knudsen Gullslett, Shegaw Anagaw Mengiste, Binyam Tilahun

Introduction: Teleradiology allows distant facilities to electronically transmit images for interpretation, thereby bridging the radiology service gap between urban and rural areas. The technology improves healthcare quality, treatment options, and diagnostic accuracy. However, in low resource settings like Ethiopia, teleradiology services are limited, posing challenges for implementation. Therefore, this study is aimed at exploring the factors that facilitated or hindered the implementation of web-based teleradiology in the public hospitals of the South Gondar Zone, Northwest Ethiopia. Methods: In this study, a purposive sampling method was employed to select seventeen participants, including hospital managers, physicians, emergency surgeons, and radiologists, for an in-depth interview (IDI). The interviews were conducted from March to May 2023. A reflexive thematic analysis was conducted using an abductive coding technique at the semantic/explicit level. Data were collected through semistructured interviews conducted face-to-face and virtually, with audio recordings transcribed, translated, and analyzed using Open Code version 4.02 software. Trustworthiness was ensured through prolonged engagement, reflective journaling, and review by coauthors. Results: The study examined eight main themes, with barriers to sustainable teleradiology implementation falling into five categories: technological, organizational, environmental, individual, and workflow and communication. Conversely, identified facilitators included improved radiology service efficiency, system accessibility, collaboration opportunities, and user trust in the radiology ecosystem. Within each theme, factors with potential impacts on teleradiology system sustainability were identified, such as the lack of system handover mechanisms, absence of a central image consultation center, and inadequate staffing of full-time radiologists and technical personnel. Conclusions: The study highlights the positive user perception of a web-based teleradiology system's user-friendliness and efficiency. Overcoming challenges and leveraging facilitators are crucial for optimizing teleradiology and improving service delivery and patient outcomes. A centralized consultation center with dedicated radiologists and technical personnel is recommended for maximizing efficiency.

导言:远程放射学允许遥远的医疗机构以电子方式传输图像以供判读,从而缩小了城市和农村地区之间的放射学服务差距。这项技术提高了医疗质量、治疗方案和诊断准确性。然而,在埃塞俄比亚这样资源匮乏的环境中,远程放射学服务非常有限,给实施带来了挑战。因此,本研究旨在探讨促进或阻碍埃塞俄比亚西北部南贡达尔区公立医院实施基于网络的远程放射学的因素。研究方法本研究采用目的性抽样方法,选取了 17 名参与者进行深度访谈(IDI),其中包括医院管理人员、内科医生、急诊外科医生和放射科医生。访谈于 2023 年 3 月至 5 月进行。采用归纳编码技术在语义/显性层面进行了反思性主题分析。通过面对面和虚拟的半结构式访谈收集数据,并使用 Open Code 4.02 版软件对录音进行转录、翻译和分析。通过长时间的参与、反思日记和共同作者的审查,确保了数据的可信度。研究结果研究探讨了八个主题,可持续远程放射学实施的障碍分为五类:技术、组织、环境、个人以及工作流程和沟通。相反,已确定的促进因素包括提高放射学服务效率、系统可访问性、合作机会以及用户对放射学生态系统的信任。在每个主题中,还发现了对远程放射学系统可持续性有潜在影响的因素,如缺乏系统交接机制、没有中央图像会诊中心、全职放射医师和技术人员配置不足等。结论:这项研究强调了用户对网络远程放射学系统的用户友好性和效率的积极看法。克服挑战和利用促进因素对于优化远程放射学、改善服务提供和患者疗效至关重要。建议设立一个由专职放射科医生和技术人员组成的集中咨询中心,以最大限度地提高效率。
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引用次数: 0
Telehealth and Technology for Diabetes in Pregnancy Clinics: Staff Perspectives from South Auckland, New Zealand. 妊娠期糖尿病诊所的远程保健和技术:新西兰南奥克兰工作人员的观点。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-03-14 eCollection Date: 2024-01-01 DOI: 10.1155/2024/6429519
Megan Singhal, Charlotte Oyston

Providing care for patients with diabetes in pregnancy (DiP) provides unique challenges beyond those faced in standard antenatal care or diabetes outside of pregnancy. Teleclinics (use of telephone, email, or other technologies) as an alternative to in-person clinic appointments have become more widely used for care since the start of the COVID-19 pandemic. To understand how teleclinics might be improved for ongoing use, it is important to understand the experiences and perceptions of the clinicians involved in DiP care. Aim. To understand staff experiences of DiP teleclinics and gain their perspectives on if and how teleclinics and other technologies might be best used in the future. Methods. A qualitative study using semistructured interviews of healthcare providers in a large DiP service. Twenty staff members (midwifery, obstetrics, physician, dietician, and administration) were approached to participate. Fifteen staff across 5 specialties consented to be interviewed. Template analysis of interview transcripts was performed, with a focus on 3 themes: collaboration and working together are important for providing care for DiP, a need for flexibility in scheduling and the ability to individualise the way care is provided, and challenges to adapting to new technology. Results. Potential benefits of teleclinics were acknowledged, but respondents also viewed teleclinics as not suitable for all DiP patients due to different needs and risks. Challenges to using teleclinics include establishing good rapport and the current limited infrastructure and patient resources. Conclusion. Healthcare providers viewed teleclinics as a way of supporting rather than replacing current care. Maintaining flexibility in clinic scheduling to allow incorporation of teleclinics into patient's current schedule of visits ad hoc and providing extra technical and administrative support are important considerations for developing a teleclinic service.

为妊娠期糖尿病(DiP)患者提供护理是一项独特的挑战,超出了标准产前护理或非妊娠期糖尿病所面临的挑战。自 COVID-19 大流行开始以来,远程门诊(使用电话、电子邮件或其他技术)作为面诊预约的一种替代方式已被更广泛地用于护理。要想了解如何改进远程诊所的持续使用,了解参与 DiP 护理的临床医生的经验和看法非常重要。目的了解工作人员对 DiP 远程会诊的体验,并了解他们对远程会诊和其他技术在未来是否以及如何得到最佳利用的看法。方法。对一家大型 DiP 服务机构的医护人员进行半结构化访谈,开展定性研究。20 名工作人员(助产士、产科医生、内科医生、营养师和行政人员)接受了采访。5 个专业的 15 名员工同意接受访谈。我们对访谈记录进行了模板分析,重点分析了 3 个主题:协作和共同工作对于为 DiP 提供护理服务非常重要;需要灵活的时间安排和提供个性化护理服务的能力;适应新技术所面临的挑战。结果。受访者承认远程会诊的潜在好处,但也认为由于需求和风险不同,远程会诊并不适合所有 DiP 患者。使用远程会诊面临的挑战包括建立良好的关系以及目前有限的基础设施和患者资源。结论。医疗服务提供者认为远程诊所是支持而非取代当前医疗服务的一种方式。保持门诊时间安排的灵活性,以便将远程会诊纳入患者当前的临时就诊时间安排,并提供额外的技术和行政支持,是发展远程会诊服务的重要考虑因素。
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引用次数: 0
High Diagnostic Accuracy of Long-Term Electrocardiogram Interpretation by General Practitioners. 全科医生对长期心电图解读的诊断准确性很高。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-02-22 eCollection Date: 2024-01-01 DOI: 10.1155/2024/6624344
Jarle Jortveit, Miroslav Boskovic, Edvard Liljedahl Sandberg, Jonas Vegsundvåg, Sigrun Halvorsen

Aims: Traditional long-term ECG monitoring systems have primarily been used by cardiologist. New remote and wearable easy-to-use devices have led to increased use of ECG recordings also outside cardiology clinics. The aims of this study were to assess the feasibility and diagnostic accuracy of interpretation of the one-lead ECG recordings from a patch ECG device (ECG247 Smart Heart Sensor system) by general practitioners (GP).

Methods: Norwegian GPs were invited to digitally assess 10 long-term ECG recordings with different arrhythmias performed by the ECG247 Smart Heart Sensor system. For all ECG examinations, the presence/absence of different arrhythmias was registered.

Results: A total of 40 GPs accepted the invitation and assessed all the 10 long-term ECG recordings. All the tests were assessed as interpretable by all the GPs. Arrhythmias (atrial fibrillation/flutter, supraventricular tachycardia, and ventricular tachycardia) were correctly identified in most cases, with sensitivity of 98% (95% CI 95-99%), specificity of 75% (95% CI 68-82%), and diagnostic accuracy of 89% (85-92%). Incorrect automatic system algorithm interpretations were rarely corrected by the GPs.

Conclusion: GPs interpreted one-lead recordings by the ECG247 Smart Heart Sensor system with high diagnostic accuracy for common arrhythmias. However, in cases with rare arrhythmias, we recommend consulting a cardiologist to confirm the diagnosis before treatment is initiated. This trial is registered with NCT04700865.

目的:传统的长期心电图监测系统主要由心脏病专家使用。新型的远程和可穿戴易用设备使心电图记录在心脏病诊所以外的使用率不断提高。本研究旨在评估全科医生(GP)解读贴片式心电图设备(ECG247 智能心脏传感器系统)单导联心电图记录的可行性和诊断准确性:方法:邀请挪威全科医生对由ECG247智能心脏传感器系统记录的10次不同心律失常的长期心电图进行数字评估。结果:共有40名全科医生接受了该项目:共有 40 名全科医生接受了邀请,并对所有 10 份长期心电图记录进行了评估。所有全科医生均认为所有检查结果均可解释。大多数病例都能正确识别心律失常(心房颤动/扑动、室上性心动过速和室性心动过速),灵敏度为 98%(95% CI 95-99%),特异性为 75%(95% CI 68-82%),诊断准确率为 89%(85-92%)。全科医生很少纠正不正确的自动系统算法解释:结论:全科医生对 ECG247 智能心脏传感器系统单导联记录的解读对常见心律失常的诊断准确率很高。然而,对于罕见的心律失常,我们建议在开始治疗前咨询心脏病专家以确诊。本试验已在 NCT04700865 上注册。
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引用次数: 0
Feasibility of Leveraging Consumer Wearable Devices with Data Platform Integration for Patient Vital Monitoring in Low-Resource Settings. 在资源匮乏的环境中,利用消费类可穿戴设备与数据平台整合进行患者生命体征监测的可行性。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-02-08 eCollection Date: 2024-01-01 DOI: 10.1155/2024/8906413
Elsie Effah Kaufmann, Richmond Tackie, J Benjamin Pitt, Samuel Mba, Bismark Akwetey, Danielle Quaye, Godfrey Mills, Clement Nyame, Henry Bulley, Matthew Glucksberg, Hassan Ghomrawi, William Appeadu-Mensah, Fizan Abdullah

Manual monitoring of vital signs, which often fails to capture the onset of deterioration, is the main monitoring modality in most Ghanaian hospitals due to the high cost and inadequate supply of patient bedside monitors. Consumer wearable devices (CWDs) are emerging, relatively low-cost technologies for continuous monitoring of physiological status; however, their validity has not been established in low-resource clinical settings. We aimed to (1) investigate the validity of the heart rate (HR) and oxygen saturation (SpO2) data from two widely used CWDs, the Fitbit Versa 2 and Xiaomi Mi Smart Band 6, against gold standard bedside monitors in one Ghanaian hospital and (2) develop a web application to capture and display CWD data in a clinician-friendly way. A healthy volunteer simultaneously wore both CWDs and blood pressure cuffs to measure HR and SpO2. To test for concordance, we conducted the Bland-Altman and mean absolute percentage error analyses. We also developed a web application that retrieves and displays CWD data in near real time as text and graphical trends. Compared to gold standards (patient monitor and manual), the Fitbit Versa 2 had 96.87% and 96.67% measurement accuracies for HR, and the Xiaomi Mi Smart Band 6 had 94.24% and 93.21% measurement accuracies for HR. The Xiaomi Mi Smart Band 6 had 98.79% measurement accuracy for SpO2. The strong concordance between CWD and gold standards supports the potential implementation of these devices as a novel method of vital sign monitoring to replace manual monitoring, thus saving costs and improving patient outcomes. Further studies are needed for confirmation.

人工监测生命体征往往无法捕捉到病情恶化的苗头,由于成本高昂和床旁监护仪供应不足,人工监测生命体征是大多数加纳医院的主要监测方式。消费类可穿戴设备(CWD)是一种新兴的、成本相对较低的生理状态连续监测技术;然而,在资源匮乏的临床环境中,其有效性尚未得到证实。我们的目的是:(1) 在加纳的一家医院中,对照金标准床旁监护仪,调查来自 Fitbit Versa 2 和小米智能手环 6 这两款广泛使用的 CWD 的心率(HR)和血氧饱和度(SpO2)数据的有效性;(2) 开发一款网络应用程序,以方便临床医生的方式采集和显示 CWD 数据。一名健康志愿者同时佩戴 CWD 和血压袖带测量心率和 SpO2。为了测试一致性,我们进行了布兰-阿尔特曼分析和平均绝对百分比误差分析。我们还开发了一个网络应用程序,可以近乎实时地以文本和图形趋势的形式检索和显示 CWD 数据。与黄金标准(患者监护仪和手动)相比,Fitbit Versa 2 的心率测量准确率分别为 96.87% 和 96.67%,小米智能手环 6 的心率测量准确率分别为 94.24% 和 93.21%。小米智能手环 6 的 SpO2 测量准确率为 98.79%。CWD 与黄金标准之间的高度一致性支持了这些设备作为一种新的生命体征监测方法取代人工监测的潜力,从而节省了成本并改善了患者的预后。还需要进一步的研究来证实。
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引用次数: 0
Enhancing Aotearoa, New Zealand's Free Healthline Service through Image Upload Technology. 通过图像上传技术加强新西兰 Aotearoa 免费健康热线服务。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-02-02 eCollection Date: 2024-01-01 DOI: 10.1155/2024/6644580
Miriama K Wilson, Fiona Pienaar, Ruth Large, Matt Wright, Verity F Todd

Background: Healthline is one of the 39 free telehealth services that Whakarongorau Aotearoa/New Zealand Telehealth Services provides to New Zealanders. In early 2021, an image upload system for viewing service user-uploaded images was implemented into the Healthline service.

Aims: The aim of this research was to understand the utilisation of Healthline's image upload system by clinicians and service users in New Zealand.

Methods: This is a retrospective observational study analysing Healthline image upload data over a two-year period: March 2021 through to December 2022. A total of 40,045 images were analysed, including demographics of the service users who uploaded an image: ethnicity, age group, and area of residence. The outcome or recommendation of the Healthline call was also assessed based on whether an image was included.

Results: Images uploaded accounted for 6.0% of total Healthline calls (n = 671,564). This research found that more service users were advised to go to an Emergency Department if they did not upload an image compared to service users who used the tool (13.5% vs. 7.7%), whereas a higher proportion of service users were given a lower acuity outcome if they included an image, including visiting an Urgent Care (24.0% vs. 16.9%) and GP (36.7% vs. 24.3%).

Conclusion: Service users who did not upload an image had a higher proportion of Emergency Department outcomes than service users who did use the tool. This image upload tool has shown the potential to decrease stress on Emergency Departments around Aotearoa, New Zealand, through increased lower acuity outcomes.

背景:Healthline是Whakarongorau Aotearoa/新西兰远程医疗服务公司为新西兰人提供的39项免费远程医疗服务之一。2021 年初,Healthline 服务启用了图像上传系统,用于查看服务用户上传的图像。目的:本研究旨在了解新西兰临床医生和服务用户对 Healthline 图像上传系统的使用情况:这是一项回顾性观察研究,分析 Healthline 两年内的图像上传数据:这是一项回顾性观察研究,分析了2021年3月至2022年12月这两年期间的Healthline图像上传数据。共分析了 40,045 张图片,包括上传图片的服务用户的人口统计学特征:种族、年龄组和居住地区。还根据是否包含图片评估了健康热线呼叫的结果或建议:上传图片占健康热线呼叫总数的 6.0%(n = 671,564 次)。研究发现,与使用该工具的服务用户相比,未上传图片的服务用户被建议去急诊科的比例更高(13.5% 对 7.7%),而如果用户上传了图片,则有更高比例的服务用户被建议去急诊科(24.0% 对 16.9%)和全科医生(36.7% 对 24.3%):结论:与使用该工具的服务用户相比,未上传图片的服务用户在急诊室就诊的比例更高。该图像上传工具显示,通过提高低危急值结果,有可能减轻新西兰奥特亚罗瓦地区急诊科的压力。
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引用次数: 0
Clinicodemographic Profile and Clinical Outcome of Children Presenting to Telemedicine Center at Institute of National Importance of India: A Prospective Observational Study. 前往印度国家重点研究所远程医疗中心就诊的儿童的临床人口学特征和临床结果:前瞻性观察研究
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-01-31 eCollection Date: 2024-01-01 DOI: 10.1155/2024/5341988
N Yankappa, Anil Kumar, Arun Prasad, Lokesh Tiwari, Pradeep Kumar

Background: There is a global shortage of healthcare professionals, especially in developing countries, leading to disparities in access to healthcare, worsened by the pandemic. Telemedicine is emerging as a solution, with growing adoption worldwide due to advancements in technology and increased awareness. Research Problem. The establishment of telemedicine depends on resources, infrastructure, and knowledge about healthcare needs. Further studies are needed to monitor and address evolving issues in telemedicine. The Overall Purpose of the Study. Rural health disparities stem from multiple factors, like limited healthcare access, workforce shortages, lifestyle choices, and lower socioeconomic status, leading to higher mortality and chronic diseases. Addressing these challenges is vital for rural community well-being. Telemedicine centers present a promising solution, bridging gaps, and improving healthcare outcomes for underserved remote populations. Methodology. Objective: This study assessed the clinicodemographic profile and clinical outcome of children presenting to the telemedicine center at the Institute of National Importance in India. Design: Prospective observational study. Setting: A single-center tertiary care level. Participants: This study included 79 children aged up to 18 years. Major Findings and Summary of Interpretations. In our study, 79 children using telemedicine found a near-equal gender distribution. 8.9% needed emergency care, with common complaints being respiratory issues, fever, abdominal pain, and vomiting. After two weeks, 83.5% showed improvement, emphasizing telemedicine's effectiveness in pediatric care.

Conclusion: Our study underscores telemedicine's positive impact on pediatric healthcare, emphasizing its potential to enhance access, outcomes, and cost-efficiency. Wider telemedicine adoption can reduce morbidity and mortality, support preventive care, and streamline posttreatment services, alleviating pressure on specialized facilities. While our focus was pediatrics, the telemedicine model is adaptable to various age groups and conditions, but it should be seen as a valuable supplement to, not a total substitute for, in-person healthcare visits.

背景:全球医疗保健专业人员短缺,尤其是在发展中国家,这导致了医疗保健服务的不均衡,而大流行病又加剧了这种不均衡。由于技术的进步和人们认识的提高,远程医疗正在成为一种解决方案,在全球范围内得到越来越多的采用。研究问题。远程医疗的建立取决于资源、基础设施和对医疗需求的了解。需要进一步开展研究,以监测和解决远程医疗中不断发展的问题。研究的总体目的。农村地区的健康差距源于多种因素,如有限的医疗保健服务、劳动力短缺、生活方式的选择以及较低的社会经济地位,从而导致较高的死亡率和慢性疾病。应对这些挑战对农村社区的福祉至关重要。远程医疗中心是一个很有前景的解决方案,它能缩小差距,改善服务不足的偏远地区人口的医疗保健结果。方法。目标:本研究评估了前往印度国家重要研究所远程医疗中心就诊的儿童的临床人口学特征和临床结果。设计:前瞻性观察研究。地点:印度单中心三级医疗机构。研究对象: 79 名年龄不超过 6 岁的儿童:本研究包括 79 名 18 岁以下的儿童。主要发现和解释摘要。在我们的研究中,79 名使用远程医疗的儿童的性别分布接近均等。8.9%的儿童需要急诊治疗,常见主诉为呼吸道问题、发烧、腹痛和呕吐。两周后,83.5%的患儿病情有所好转,强调了远程医疗在儿科护理中的有效性:我们的研究强调了远程医疗对儿科医疗保健的积极影响,强调了其在提高就诊率、治疗效果和成本效益方面的潜力。更广泛地采用远程医疗可以降低发病率和死亡率,支持预防性护理,简化治疗后服务,减轻专业设施的压力。虽然我们的重点是儿科,但远程医疗模式可适用于不同年龄段和不同病症,但应将其视为现场医疗服务的重要补充,而非完全替代。
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引用次数: 0
Developing a Content Model of a Mobile-Based Application to Manage Patients with Low-Back and Neck Pain 开发基于移动应用程序的内容模型,以管理腰背痛和颈椎痛患者
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-01-05 DOI: 10.1155/2024/8415777
Yasaman Farjami Rad, Leila Shahmoradi, Noureddin Nakhostin Ansari, Scott Hasson, Maryam Ebrahimi, Meysam Rahmani Katigari
Introduction. As a complementary tool in health, the design of mobile applications to influence care and increase awareness of patients has grown a lot. The purpose of this study is to design and validate the content model of a mobile-based application for managing patients with low-back and neck pain. Methods. This descriptive-analytical study was conducted in two main stages to determine the content model of the application. The first stage consisted of three steps: finding the right exercise, determining the right scale to assess the pain intensity, and determining the appropriate features of the application. In the second stage, data elements collected from the previous stage were prepared in the form of a questionnaire that was given to 12 experts in physical therapy and sports medicine for validation. After collecting the questionnaire, data elements in all parts were analyzed based on the content validity ratio (CVR) and descriptive statistics indicators. Result. The content of the application was prepared in the three axes of exercises for low-back and neck pain, assessment of pain intensity, and features of the application. In the axis of sports exercises, 8 exercises for back pain and 3 exercises for neck pain were included according to the reference books. A Functional Rating Index (FRI) scale with 10 elements was selected in the axis of determining pain intensity. Also, 12 features such as the daily exercise section, using the animation, and using an audio file to explain how to do exercises were included in the model. Conclusion. According to the gaps identified in the existing applications, determining the content model of the application that is based on evidence and according to the opinion of experts is useful in improving the apps. The content model of this study was presented in 3 axes to increase the patient’s willingness to do exercises, the correct way to perform exercises, conservative treatment, and check the progress of the treatment. The software developers can use these findings as a basis for designing new apps to manage low-back pain and neck pain.
简介作为健康领域的一种辅助工具,设计移动应用程序来影响护理工作和提高患者意识的做法已得到广泛应用。本研究的目的是设计并验证一款用于管理腰背痛和颈椎痛患者的移动应用程序的内容模型。方法。这项描述性分析研究分两个主要阶段进行,以确定应用程序的内容模型。第一阶段包括三个步骤:寻找合适的运动、确定评估疼痛强度的合适量表以及确定应用程序的适当功能。在第二阶段,将前一阶段收集的数据元素编制成问卷,交给 12 位物理治疗和运动医学专家进行验证。问卷回收后,根据内容效度比(CVR)和描述性统计指标对各部分的数据元素进行了分析。结果。从腰背痛和颈椎痛的锻炼、疼痛强度评估和应用特点三个轴心编制了应用内容。在运动练习轴中,根据参考书目,包含了 8 个腰痛练习和 3 个颈痛练习。在确定疼痛强度轴中,选择了包含 10 个要素的功能评定指数(FRI)量表。此外,该模型还包括 12 项功能,如每日锻炼部分、使用动画和使用音频文件解释如何做运动。结论根据在现有应用程序中发现的差距,确定基于证据和专家意见的应用程序内容模型有助于改进应用程序。本研究的内容模型分为三个轴心,分别是提高患者进行锻炼的意愿、正确的锻炼方法、保守治疗和检查治疗进展。软件开发人员可以利用这些发现作为设计新的应用程序的基础,以管理腰背痛和颈部疼痛。
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引用次数: 0
Effective Utilization of Data for Predicting COVID-19 Dynamics: An Exploration through Machine Learning Models 有效利用数据预测 COVID-19 动态:通过机器学习模型进行探索
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-12-20 DOI: 10.1155/2023/9962100
D. Chumachenko, Tetiana Dudkina, Sergiy Yakovlev, T. Chumachenko
This study is centered around the COVID-19 pandemic which has posed a global health concern for over three years. It emphasizes the importance of effectively utilizing epidemic simulation models for informed decision-making concerning epidemic control. The challenge lies in appropriately choosing, adapting, and interpreting these models. The research constructs three statistical machine learning models to predict the spread of COVID-19 in specific regions and evaluates their performance using real COVID-19 incidence data. The paper presents short-term (3, 7, 14, 21, and 30 days) forecasts of COVID-19 morbidity and mortality for Germany, Japan, South Korea, and Ukraine. The precision of each model was scrutinized based on the type of input data used. Recommendations are provided on how various data sources can enhance the interpretation quality of machine learning models predicting infectious disease dynamics. The initial findings suggest the need for the comprehensive utilization of all available data, favoring cumulative data during holiday-rich periods and daily data otherwise. To minimize the absolute error, databases should be compiled using daily morbidity and mortality rates.
本研究围绕 COVID-19 大流行展开,三年多来,该流行病已成为全球健康问题的焦点。它强调了有效利用流行病模拟模型对有关流行病控制的知情决策的重要性。挑战在于如何恰当地选择、调整和解释这些模型。研究构建了三个统计机器学习模型来预测 COVID-19 在特定地区的传播,并使用真实的 COVID-19 发病率数据对其性能进行了评估。论文对德国、日本、韩国和乌克兰的 COVID-19 发病率和死亡率进行了短期(3、7、14、21 和 30 天)预测。根据所使用的输入数据类型,对每个模型的精确度进行了仔细检查。就各种数据源如何提高预测传染病动态的机器学习模型的解释质量提出了建议。初步研究结果表明,有必要综合利用所有可用数据,在节假日多发期优先使用累积数据,反之则使用每日数据。为尽量减少绝对误差,应使用每日发病率和死亡率编制数据库。
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引用次数: 0
Knowledge Is (Still) Key: Awareness to Shape Trends in Telemedicine Use during the Pandemic Based on Management Perceptions and Implementation Systems 知识(仍然)是关键:基于管理认知和实施系统的大流行病期间远程医疗使用趋势塑造意识
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-12-06 DOI: 10.1155/2023/4669985
Nada I. Hawa, Tri E. B. Soesilo, Nuraeni Nuraeni
Objectives. The digital revolution has brought rapid developments to the health sector. People were taking advantage of telemedicine technology during the COVID-19 pandemic. Telemedicine is highly recommended during a pandemic because it will reduce the transmission rate of viruses, and it is considered adequate and low-cost. However, a fundamental challenge still occurs; most people need to be used to telemedicine technology. Presumably, inadequate education and lack of experience regarding the use of telemedicine are obstacles for society in utilizing telemedicine. Methods. This study is aimed at determining the factors that influence the use of telemedicine. It focused on variables such as data confidentiality, administration, and knowledge to measure potential factors that pushed people to utilize telemedicine. We used a quantitative approach, using multivariate analysis, namely, simple linear regression. Most of our respondents are people aged 18-30 years young. Results. All respondents stated that administration factors in the implementation of telemedicine were good. Through the Chi-square test, the data safety factor has no effect ( p value =0.090 or >0.05) on telemedicine implementation, while the knowledge factor has a significant effect on telemedicine implementation with a p value =0.043 (<0.005). The multivariate analysis explained that the knowledge variable influenced telemedicine use with a p value =0.033 (<0.05), meaning it contributed 1.624 times to telemedicine. Conclusion. This study discusses the factors that influence the use of telemedicine. The study’s results explain that the knowledge variable is the most significant factor influencing telemedicine use. Knowledge is an intellectual property that everyone must have to capitalize on with telemedicine. A lack of knowledge will become an information gap and a barrier for someone to reach new tools/technologies.
目标。数字革命为卫生部门带来了快速发展。在2019冠状病毒病大流行期间,人们正在利用远程医疗技术。在大流行期间,强烈建议采用远程医疗,因为它将降低病毒的传播速度,而且被认为是适当和低成本的。然而,一个根本性的挑战仍然存在;大多数人需要习惯远程医疗技术。据推测,关于使用远程医疗的教育不足和缺乏经验是社会利用远程医疗的障碍。方法。本研究旨在确定影响远程医疗使用的因素。它侧重于数据机密性、管理和知识等变量,以衡量促使人们利用远程医疗的潜在因素。我们使用了定量方法,使用多变量分析,即简单线性回归。我们的大多数受访者都是18-30岁的年轻人。结果。所有答复者都表示,实施远程医疗的管理因素是好的。通过卡方检验,数据安全因素对远程医疗实施没有影响(p值=0.090或>0.05),而知识因素对远程医疗实施有显著影响,p值=0.043(<0.005)。多变量分析表明,知识变量影响远程医疗使用,p值=0.033(<0.05),对远程医疗的贡献为1.624倍。结论。本研究探讨影响远程医疗使用的因素。研究结果解释了知识变量是影响远程医疗使用最显著的因素。知识是一种知识产权,每个人都必须在远程医疗中加以利用。缺乏知识将成为信息鸿沟,成为人们接触新工具/技术的障碍。
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引用次数: 0
Real-Time Remote Patient Monitoring and Alarming System for Noncommunicable Lifestyle Diseases. 非传染性生活方式疾病患者实时远程监测与报警系统。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2023-11-20 eCollection Date: 2023-01-01 DOI: 10.1155/2023/9965226
Htet Yamin Ko Ko, Nitin Kumar Tripathi, Chitrini Mozumder, Sombat Muengtaweepongsa, Indrajit Pal
Telemedicine and remote patient monitoring (RPM) systems have been gaining interest and received adaptation in healthcare sectors since the COVID-19 pandemic due to their efficiency and capability to deliver timely healthcare services while containing COVID-19 transmission. These systems were developed using the latest technology in wireless sensors, medical devices, cloud computing, mobile computing, telecommunications, and machine learning technologies. In this article, a real-time remote patient monitoring system is proposed with an accessible, compact, accurate, and low-cost design. The implemented system is designed to an end-to-end communication interface between medical practitioners and patients. The objective of this study is to provide remote healthcare services to patients who need ongoing care or those who have been discharged from the hospital without affecting their daily routines. The developed monitoring system was then evaluated on 1177 records from MIMIC-III clinical dataset (aged between 19 and 99 years). The performance analysis of the proposed system achieved 88.7% accuracy in generating alerts with logistic regression classification algorithm. This result reflects positively on the quality and robustness of the proposed study. Since the processing time of the proposed system is less than 2 minutes, it can be stated that the system has a high computational speed and is convenient to use in real-time monitoring. Furthermore, the proposed system will fulfil to cover the lower doctor-to-patient ratio by monitoring patients from remote locations and aged people who reside in their residences.
自2019冠状病毒病大流行以来,远程医疗和远程患者监测(RPM)系统因其在遏制COVID-19传播的同时提供及时医疗服务的效率和能力而受到卫生保健部门的关注并得到了调整。这些系统是使用无线传感器、医疗设备、云计算、移动计算、电信和机器学习技术的最新技术开发的。本文提出了一种可访问、紧凑、准确、低成本的实时远程患者监护系统。所实现的系统被设计为医生和患者之间的端到端通信接口。本研究的目的是为需要持续护理的患者或已经出院的患者提供远程医疗服务,而不影响他们的日常生活。然后对来自MIMIC-III临床数据集(年龄在19至99岁之间)的1177份记录评估开发的监测系统。性能分析表明,采用逻辑回归分类算法生成警报的准确率达到88.7%。这一结果积极地反映了所提出研究的质量和稳健性。由于该系统的处理时间小于2分钟,因此可以说该系统具有较高的计算速度,便于用于实时监控。此外,拟议的系统将通过监测来自偏远地区的患者和居住在其住所的老年人来满足较低的医患比例。
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引用次数: 0
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International Journal of Telemedicine and Applications
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