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Telepresence Robots at the Urology and Emergency Department: A Pilot Study Assessing Patients' and Healthcare Workers' Satisfaction 远程呈现机器人在泌尿外科和急诊科:一项评估患者和医护人员满意度的试点研究
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-03-15 DOI: 10.1155/2022/8787882
J. Laigaard, T. Fredskild, G. Fojecki
COVID-19 intensified interest in telemedicine, yet no study has evaluated the use of a telepresence robot on unselected urological patients. Therefore, we performed a survey study of patients, bedside caregivers and urologists, investigating the satisfaction and applicability of a telepresence robot (Beam Pro, Suitable Technologies, USA) at the urology ward and emergency department. The primary outcome was the number of patient encounters solved without the urologist's physical presence. Between March 2021 and May 2021, patients, caregivers, and urologists filled in 42, 35, and 54 questionnaires, respectively. Most patients were male (79%), with a mean age of 64 (SD ± 17). Two of the department's ten urologists participated. The urologists responded that physical examination was required in 7 (13%) encounters. The caregivers would have preferred the urologist physically present in 11 (31%) cases. Most patients (71%) “agreed” or “strongly agreed” that they were willing to be attended by a telepresence robot at future evaluations and generally, patients gave high satisfaction scores. Though implementation among the department's urologists was a major challenge, participating urologists reported that physical presence could be avoided in 87% of the patient encounters. Studies of patient-reported outcome measures comparing telemedical and physical patient encounters are needed.
COVID-19加剧了人们对远程医疗的兴趣,但没有研究评估远程呈现机器人在未选择的泌尿科患者中的使用。因此,我们对患者、床边护理人员和泌尿科医生进行了一项调查研究,调查远程呈现机器人(Beam Pro, Suitable Technologies, USA)在泌尿科病房和急诊科的满意度和适用性。主要结果是在没有泌尿科医生在场的情况下解决了患者就诊的次数。在2021年3月至2021年5月期间,患者、护理人员和泌尿科医生分别填写了42,35和54份问卷。大多数患者为男性(79%),平均年龄64岁(SD±17)。该科10名泌尿科医生中有2名参与了调查。泌尿科医生回答有7例(13%)就诊需要体格检查。在11例(31%)病例中,护理人员更希望泌尿科医生在场。大多数患者(71%)“同意”或“强烈同意”,他们愿意在未来的评估中由远程呈现机器人参与,总体而言,患者给出了很高的满意度分数。尽管在科室的泌尿科医生中实施是一个主要的挑战,但参与调查的泌尿科医生报告说,87%的患者可以避免身体接触。需要对患者报告的比较远程医疗和实际患者接触的结果进行研究。
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引用次数: 3
Remote ECG Monitoring by ECG247 Smart Heart Sensor. ECG247智能心脏传感器远程心电监测。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-02-11 eCollection Date: 2022-01-01 DOI: 10.1155/2022/6812889
Jarle Jortveit, Rune Fensli

Background: Heart rhythm disorders are common and may be associated with serious complications. The quality of the ECG signal is crucial to detect and classify arrhythmias. Most available devices for assessment arrhythmias do not allow for remote monitoring. The Norwegian ECG247 Smart Heart Sensor is a new remote patch monitor developed to simplify the assessment of arrhythmias. This study was aimed at evaluating the quality of the ECG signal from the ECG247 Smart Heart Sensor compared to standard 12-lead ECG.

Methods: ECG recordings with ECG247 Smart Heart Sensor and a standard 12-lead ECG recorder were performed in 97 volunteers at Sorlandet Hospital, Arendal, Norway, in 2019. All ECGs were analysed by two independent cardiologists.

Results: A total of 97 participants (53% men, age 48 (±14) years) were included in the study. The ability for both systems to use recorded ECG data for arrhythmia detection was good (100%). The quality of the P-wave (mean score 1.1 vs. 1.5) and the QRS complex (mean score 1.0 vs. 1.0) from the ECG247 Smart Heart Sensor and that from the 12-lead ECG were comparable (scale: 1: extremely good, 9: not accepted). Noise artefacts were a minor issue in all recordings.

Conclusions: The ECG quality from the ECG247 Smart Heart Sensor was comparable to the ECG quality from the standard 12-lead ECG. The ECG247 Smart Heart Sensor may enable easy and remote diagnostics of heart rhythm disorders. This trial is registered with NCT04700865.

背景:心律失常是常见的,并可能伴有严重的并发症。心电信号的质量对心律失常的检测和分类至关重要。大多数可用于评估心律失常的设备不允许远程监测。挪威ECG247智能心脏传感器是一种新型远程贴片监测器,旨在简化心律失常的评估。本研究旨在评估ECG247智能心脏传感器与标准12导联心电图信号的质量。方法:2019年,使用ECG247智能心脏传感器和标准12导联心电图仪对挪威阿伦达尔Sorlandet医院的97名志愿者进行心电图记录。所有心电图均由两位独立的心脏病专家进行分析。结果:研究共纳入97名参与者,其中53%为男性,年龄48(±14)岁。两个系统使用记录的心电数据进行心律失常检测的能力都很好(100%)。ECG247智能心脏传感器和12导联心电图的p波质量(平均评分1.1 vs 1.5)和QRS复核(平均评分1.0 vs 1.0)具有可比性(评分:1:非常好,9:不接受)。噪音伪影在所有录音中都是一个小问题。结论:ECG247智能心脏传感器的心电图质量与标准12导联心电图的心电图质量相当。ECG247智能心脏传感器可以轻松远程诊断心律紊乱。该试验注册号为NCT04700865。
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引用次数: 3
Impact of Implementing Teleophthalmology Referral Guidelines Using the eyeSmart EMR App in 63,703 Patients from India. 使用eyeSmart EMR应用程序对63703名印度患者实施远程眼科转诊指南的影响
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-01-27 eCollection Date: 2022-01-01 DOI: 10.1155/2022/8523131
Anthony Vipin Das, Rohit C Khanna, Niranjan Kumar, Padmaja Kumari Rani

Objective: To describe the clinical indications and the impact of implementation of specific teleophthalmology referral guidelines in a large rural village vision centre network in India.

Methods: This cross-sectional vision centre-based study included 1,016,284 patients presenting between January 2017 and March 2020. Patients who were referred for a teleophthalmology opinion were included as cases. The data were collected using the eyeSmart EMR app on a smart tablet. A training intervention was done to reinforce the implementation of targeted teleophthalmology referral guidelines.

Results: Overall, 63,703 (6.3%) patients were referred for a teleophthalmology opinion and were included for analysis. The median age was 41 (IQR: 26-59) years, and adults (88.4%) were commonly referred for a consult. The two most common age groups were between 31-40 years (17.4%) and 21-30 years (16.3%), and the majority of patients were male (59.1%). The most common clinical indication was cornea and anterior segment disorders (71.05%). The most common queries for teleophthalmology referral before versus after the reinforcement of implementation of guidelines were red eye (33.4% vs. 45.6%) followed by cataract (21.2% vs. 8.1%). There was an increase in the red eye (<0.001) and a decrease in cataract (<0.001) which was statistically significant. The proportion of patients for whom a teleophthalmology consult could have been requested but not sent was minimal (2.3%).

Conclusion: Implementation of targeted teleophthalmology referral guidelines enables an effective triage to seek opinion for more pertinent ocular diseases that require care. Adult male patients with cornea and anterior segment disorders are most commonly referred for a teleophthalmology opinion.

目的:描述临床适应症和实施特定的远程眼科转诊指南在印度的一个大型农村视力中心网络的影响。方法:这项以横断面视觉中心为基础的研究纳入了2017年1月至2020年3月期间就诊的1,016,284例患者。患者谁被转诊远眼的意见包括作为病例。数据是通过智能平板电脑上的eyeSmart电子病历应用程序收集的。进行了培训干预,以加强实施有针对性的远视转诊指南。结果:总体而言,63,703例(6.3%)患者被转诊为远视医学意见并纳入分析。中位年龄为41岁(IQR: 26-59岁),成人(88.4%)常被转诊。最常见的两个年龄组为31-40岁(17.4%)和21-30岁(16.3%),以男性为主(59.1%)。最常见的临床指征是角膜及前段病变(71.05%)。在加强实施指南之前和之后,最常见的眼科转诊查询是红眼(33.4%对45.6%),其次是白内障(21.2%对8.1%)。红眼增加(结论:实施有针对性的远程眼科转诊指南可以有效地进行分诊,以便为需要护理的更相关的眼部疾病寻求意见。成年男性患者的角膜和前段疾病是最常见的参考远视病学意见。
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引用次数: 2
Feedback Artificial Shuffled Shepherd Optimization-Based Deep Maxout Network for Human Emotion Recognition Using EEG Signals 基于反馈人工洗牌牧羊人优化的深度Maxout网络用于脑电信号的人类情绪识别
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-01-21 DOI: 10.1155/2022/3749413
K. S. Bhanumathi, D. Jayadevappa, Satish Tunga
Emotion recognition is very important for the humans in order to enhance the self-awareness and react correctly to the actions around them. Based on the complication and series of emotions, EEG-enabled emotion recognition is still a difficult issue. Hence, an effective human recognition approach is designed using the proposed feedback artificial shuffled shepherd optimization- (FASSO-) based deep maxout network (DMN) for recognizing emotions using EEG signals. The proposed technique incorporates feedback artificial tree (FAT) algorithm and shuffled shepherd optimization algorithm (SSOA). Here, median filter is used for preprocessing to remove the noise present in the EEG signals. The features, like DWT, spectral flatness, logarithmic band power, fluctuation index, spectral decrease, spectral roll-off, and relative energy, are extracted to perform further processing. Based on the data augmented results, emotion recognition can be accomplished using the DMN, where the training process of the DMN is performed using the proposed FASSO method. Furthermore, the experimental results and performance analysis of the proposed algorithm provide efficient performance with respect to accuracy, specificity, and sensitivity with the maximal values of 0.889, 0.89, and 0.886, respectively.
情感识别对于人类来说非常重要,以增强自我意识并对周围的行为做出正确的反应。基于复杂的一系列情绪,脑电情感识别仍然是一个难题。因此,使用所提出的基于反馈人工洗牌牧羊人优化(FASSO)的深度最大网络(DMN),设计了一种有效的人类识别方法,用于使用EEG信号识别情绪。该技术结合了反馈人工树(FAT)算法和混洗牧羊人优化算法(SSOA)。这里,中值滤波器用于预处理,以去除EEG信号中存在的噪声。提取DWT、谱平坦度、对数带功率、波动指数、谱下降、谱滚降和相对能量等特征进行进一步处理。基于数据增强的结果,可以使用DMN来完成情绪识别,其中DMN的训练过程使用所提出的FASSO方法来执行。此外,所提出的算法的实验结果和性能分析在准确性、特异性和敏感性方面提供了有效的性能,最大值分别为0.889、0.89和0.886。
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引用次数: 2
Impact of COVID-19 on the 937 Telephone Medical Consultation Service in Saudi Arabia. 新冠肺炎疫情对沙特937电话医疗咨询服务的影响
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-01-18 eCollection Date: 2022-01-01 DOI: 10.1155/2022/4181322
Najla J Alhraiwil, Sinaa Al-Aqeel, Amjad F AlFaleh, Alaa A AlAgeel, Mostafa A AlAbed, Walid A Al-Shroby

The impact of COVID-19 on healthcare services has been profound. One major impact has been underutilization of traditional healthcare services by patients. In 2020, the Saudi Ministry of Health (MoH) started offering general COVID-19 enquiries, education, and medical and psychological consultations around the clock via their 937-Call Center. Given this major change, there was a need to understand the impact of the COVID-19 pandemic on Call Center services, specifically medical consultations, to suggest future recommendations for patient care optimization. This descriptive study analyzed routinely collected data on the 937-Call Center service between March 2020 and September 2020. Data were reviewed, coded, verified, and analyzed using SPSS v22. There was a 296% increase in the number of calls received by the 937-Call Center in 2020 compared to the same period in 2019. The majority of calls received in 2020 were general medical enquiries (98.41%), but about three million COVID-19-specific enquiries were also received in 2020. The increased number of calls was managed by accepting volunteers to handle calls: an average of 236 volunteers per month, handling about 20% of the total call volume. The majority of volunteers were physicians but with the presence of pharmacists, psychologists, and specialized healthcare workers such as nutritionists. Utilization of the 937-Call Center increased during the COVID-19 pandemic, suggesting that it has been an effective strategy for combatting the COVID-19 pandemic in Saudi Arabia. Further research is recommended to investigate the impact of COVID-19 on public awareness of the 937-Call Center and other health-related mobile apps.

COVID-19对医疗保健服务的影响是深远的。一个主要影响是患者对传统保健服务的利用不足。2020年,沙特卫生部(MoH)开始通过其937呼叫中心全天候提供COVID-19一般性查询、教育以及医疗和心理咨询。鉴于这一重大变化,有必要了解COVID-19大流行对呼叫中心服务的影响,特别是医疗咨询,以便为优化患者护理提出未来的建议。这项描述性研究分析了2020年3月至2020年9月期间937呼叫中心服务的常规收集数据。使用SPSS v22对数据进行审查、编码、验证和分析。与2019年同期相比,937呼叫中心在2020年接到的呼叫数量增加了296%。2020年收到的大多数电话是一般医疗咨询(98.41%),但2020年也收到了约300万次针对covid -19的咨询。增加的电话数量是通过接受志愿者来处理电话来管理的:平均每月236名志愿者,处理总电话量的20%左右。大多数志愿者是医生,但也有药剂师、心理学家和营养学家等专业保健工作者。在2019冠状病毒病大流行期间,937呼叫中心的使用率有所增加,这表明这是沙特阿拉伯应对COVID-19大流行的有效战略。建议进一步研究COVID-19对公众对937呼叫中心和其他与健康相关的移动应用程序的认识的影响。
{"title":"Impact of COVID-19 on the 937 Telephone Medical Consultation Service in Saudi Arabia.","authors":"Najla J Alhraiwil,&nbsp;Sinaa Al-Aqeel,&nbsp;Amjad F AlFaleh,&nbsp;Alaa A AlAgeel,&nbsp;Mostafa A AlAbed,&nbsp;Walid A Al-Shroby","doi":"10.1155/2022/4181322","DOIUrl":"https://doi.org/10.1155/2022/4181322","url":null,"abstract":"<p><p>The impact of COVID-19 on healthcare services has been profound. One major impact has been underutilization of traditional healthcare services by patients. In 2020, the Saudi Ministry of Health (MoH) started offering general COVID-19 enquiries, education, and medical and psychological consultations around the clock via their 937-Call Center. Given this major change, there was a need to understand the impact of the COVID-19 pandemic on Call Center services, specifically medical consultations, to suggest future recommendations for patient care optimization. This descriptive study analyzed routinely collected data on the 937-Call Center service between March 2020 and September 2020. Data were reviewed, coded, verified, and analyzed using SPSS v22. There was a 296% increase in the number of calls received by the 937-Call Center in 2020 compared to the same period in 2019. The majority of calls received in 2020 were general medical enquiries (98.41%), but about three million COVID-19-specific enquiries were also received in 2020. The increased number of calls was managed by accepting volunteers to handle calls: an average of 236 volunteers per month, handling about 20% of the total call volume. The majority of volunteers were physicians but with the presence of pharmacists, psychologists, and specialized healthcare workers such as nutritionists. Utilization of the 937-Call Center increased during the COVID-19 pandemic, suggesting that it has been an effective strategy for combatting the COVID-19 pandemic in Saudi Arabia. Further research is recommended to investigate the impact of COVID-19 on public awareness of the 937-Call Center and other health-related mobile apps.</p>","PeriodicalId":45630,"journal":{"name":"International Journal of Telemedicine and Applications","volume":"2022 ","pages":"4181322"},"PeriodicalIF":4.4,"publicationDate":"2022-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8764273/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39957474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Setting Up a Teleneurology Clinic during COVID-19 Pandemic: Experience from an Academic Practice. 在新冠肺炎大流行期间建立远程神经病学诊所:学术实践的经验
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-01-18 eCollection Date: 2022-01-01 DOI: 10.1155/2022/4776328
Nakul Katyal, Naureen Narula, Raghav Govindarajan, Pradeep Sahota

The declaration of the COVID-19 pandemic necessitated rapid implementation of telehealth across all neurological subspecialties. Transitioning to telehealth technology can be challenging for physicians and health care facilities with no prior experience. Here, we describe our experience at the Neurology and Sleep Disorders Clinic at the University of Missouri-Columbia of successful transition of all in-person clinic visits to telehealth visits within a span of 2 weeks with a collaborative effort of clinic staff and the leadership. Within a month of launch, 18 clinic providers with no prior telehealth experience conducted 1451 telehealth visits, which was the 2nd highest number of telehealth visits conducted by any department at the University of Missouri-Columbia Health Care system. Lack of connectivity, poor video/audio quality, and unavailability of smart devices among rural populations were the important shortcomings identified during our telehealth experience. Our study highlighted the need for expansion of high-speed internet access across rural Missouri. We hope our experience will help other health care facilities to learn and incorporate telehealth technology at their facilities, overcome the associated challenges, and serve patient needs while limiting the spread of the COVID-19.

宣布COVID-19大流行后,需要在所有神经学亚专科迅速实施远程医疗。过渡到远程医疗技术对于没有经验的医生和卫生保健机构来说可能具有挑战性。在这里,我们描述了我们在密苏里-哥伦比亚大学神经病学和睡眠障碍诊所的经验,在诊所工作人员和领导的共同努力下,在两周内成功地将所有面对面的诊所就诊转变为远程医疗就诊。在启动的一个月内,18个没有远程医疗经验的诊所提供者进行了1451次远程医疗访问,这是密苏里-哥伦比亚大学医疗保健系统所有部门进行的第二高的远程医疗访问。缺乏连接、视频/音频质量差以及农村人口无法获得智能设备是我们在远程医疗经验中发现的重要缺点。我们的研究强调了在密苏里州农村地区扩大高速互联网接入的必要性。我们希望我们的经验能够帮助其他医疗机构学习和采用远程医疗技术,克服相关挑战,满足患者需求,同时限制COVID-19的传播。
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引用次数: 2
The Design Blueprint for a Large-Scale Telehealth Platform. 大规模远程医疗平台的设计蓝图。
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2022-01-05 eCollection Date: 2022-01-01 DOI: 10.1155/2022/8486508
Rattakorn Poonsuph

Technological innovation plays a crucial role in digital healthcare services. A growing number of telehealth platforms are concentrating on using digital tools to improve the quality and availability of care. Virtual care solutions employ not only advanced telehealth technology but also a comprehensive range of healthcare services. As a result, these can reduce patient healthcare costs as well as increase accessibility and convenience. At the same time, the healthcare service provider can leverage healthcare professionals to get a better perspective into the needs of their patients. The objective of this research is to provide a comprehensive design blueprint for a large-scale telehealth platform. Telehealth is the digital healthcare service combining online services and offline access for healthcare facilities to offer various healthcare services directly to patients. This design blueprint covers the digital healthcare ecosystem, new patient journey design for digital health services, telehealth functionality design, and an outline of the platform infrastructure and security design. Ultimately, telehealth platforms establish a completed digital healthcare service and new ecosystem that provides better care for every patient worldwide.

技术创新在数字医疗服务中发挥着至关重要的作用。越来越多的远程医疗平台正专注于利用数字工具来提高医疗服务的质量和可用性。虚拟医疗解决方案不仅采用先进的远程医疗技术,还提供全面的医疗保健服务。因此,这些方案可以降低患者的医疗成本,提高可及性和便利性。同时,医疗保健服务提供商可以利用医疗保健专业人员,更好地了解病人的需求。本研究的目的是为大规模远程医疗平台提供一个全面的设计蓝图。远程医疗是将在线服务和离线访问相结合的数字医疗服务,医疗机构可直接向患者提供各种医疗服务。该设计蓝图涵盖数字医疗生态系统、数字医疗服务的新患者旅程设计、远程医疗功能设计以及平台基础设施和安全设计概要。最终,远程医疗平台将建立一个完整的数字医疗服务和新的生态系统,为全球每一位患者提供更好的医疗服务。
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引用次数: 0
Evaluation of Tele-rheumatology during the COVID-19 Pandemic in Asian Population: A Pilot Study. 亚洲人群COVID-19大流行期间远程风湿病学评估:一项试点研究
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2021-09-30 eCollection Date: 2021-01-01 DOI: 10.1155/2021/5558826
Amit Sandhu, Amit Agarwal, Paramvir Kaur, Meenakshi Sharma, Harnoor Sra, Manvi Singh, Nishant Jaiswal, Anil Chauhan, Anju Gupta, Meenu Singh

Objective: Rheumatoid arthritis (RA) is a chronic autoimmune condition associated with a potential for deformities. It is one of the common conditions to seek health care. Hence, the present study was conducted to assess the telemedicine services for patients suffering from rheumatoid arthritis during the COVID-19 pandemic in an Asian Indian population.

Methods: A prospective study was conducted (March 2020-June 2020) in the telemedicine department of a premier northern Indian tertiary care institution. Out of the total patients enrolled (N = 7577) in telemedicine services, 122 rheumatoid arthritis patients (1.6%) were followed for 1 month to assess change in functional status by modified Health Assessment Questionnaire (mHAQ). Telephonic interviews of the enrolled patients were conducted to determine the level of understanding of advice given by consultants, barriers during the consultation, and satisfaction with teleconsultations for rheumatology clinics.

Results: For the native people, language of the clinicians was the main barrier (20%) in telerheumatology. Saving of time and money was observed as beneficial factors for patients. More than three-quarters of all rheumatoid arthritis patients were ready to use teleconsultation in the near future. A similar proportion of patients were in support for the recommendation of these services to other persons.

Conclusion: We report the successful use of telemedicine services in the evaluation and management of rheumatic diseases in the current COVID-19 pandemic situation.

目的:类风湿性关节炎(RA)是一种与潜在畸形相关的慢性自身免疫性疾病。这是寻求医疗保健的常见情况之一。因此,本研究旨在评估亚洲印度人群中2019冠状病毒病大流行期间类风湿关节炎患者的远程医疗服务。方法:一项前瞻性研究于2020年3月至2020年6月在印度北部一家主要三级医疗机构的远程医疗部门进行。在参与远程医疗服务的患者中(N = 7577), 122例(1.6%)类风湿关节炎患者随访1个月,通过改进的健康评估问卷(mHAQ)评估功能状态的变化。对入选患者进行电话访谈,以确定对咨询师建议的理解程度、咨询过程中的障碍以及对风湿病诊所远程咨询的满意度。结果:对土著居民来说,临床医生的语言是远程血液学的主要障碍(20%)。节省时间和金钱被认为是对患者有益的因素。超过四分之三的类风湿关节炎患者准备在不久的将来使用远程会诊。同样比例的病人支持向其他人推荐这些服务。结论:我们报告了在当前COVID-19大流行形势下,远程医疗服务在风湿病评估和管理中的成功应用。
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引用次数: 8
Experimental Study of a Deep-Learning RGB-D Tracker for Virtual Remote Human Model Reconstruction. 用于虚拟远程人体模型重建的深度学习 RGB-D 追踪器的实验研究
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2021-09-15 eCollection Date: 2021-01-01 DOI: 10.1155/2021/5551753
Shahram Payandeh, Jeffrey Wael

Tracking movements of the body in a natural living environment of a person is a challenging undertaking. Such tracking information can be used as a part of detecting any onsets of anomalies in movement patterns or as a part of a remote monitoring environment. The tracking information can be mapped and visualized using a virtual avatar model of the tracked person. This paper presents an initial novel experimental study of using a commercially available deep-learning body tracking system based on an RGB-D sensor for virtual human model reconstruction. We carried out our study in an indoor environment under natural conditions. To study the performance of the tracker, we experimentally study the output of the tracker which is in the form of a skeleton (stick-figure) data structure under several conditions in order to observe its robustness and identify its drawbacks. In addition, we show and study how the generic model can be mapped for virtual human model reconstruction. It was found that the deep-learning tracking approach using an RGB-D sensor is susceptible to various environmental factors which result in the absence and presence of noise in estimating the resulting locations of skeleton joints. This as a result introduces challenges for further virtual model reconstruction. We present an initial approach for compensating for such noise resulting in a better temporal variation of the joint coordinates in the captured skeleton data. We explored how the extracted joint position information of the skeleton data can be used as a part of the virtual human model reconstruction.

跟踪人在自然生活环境中的身体运动是一项具有挑战性的工作。这些跟踪信息可用于检测运动模式中的任何异常情况,或作为远程监控环境的一部分。跟踪信息可以通过被跟踪者的虚拟化身模型进行映射和可视化。本文介绍了使用基于 RGB-D 传感器的市售深度学习人体跟踪系统进行虚拟人体模型重建的初步新型实验研究。我们在室内环境的自然条件下进行了研究。为了研究跟踪器的性能,我们在多种条件下对以骨架(棒状图)数据结构形式输出的跟踪器进行了实验研究,以观察其鲁棒性并找出其缺点。此外,我们还展示并研究了如何将通用模型映射到虚拟人体模型重建中。研究发现,使用 RGB-D 传感器的深度学习跟踪方法容易受到各种环境因素的影响,导致在估计骨骼关节位置时出现或不出现噪声。因此,这给进一步的虚拟模型重建带来了挑战。我们提出了一种初步方法来补偿这些噪声,从而使捕获的骨骼数据中的关节坐标具有更好的时间变化。我们探讨了如何将提取的骨骼数据关节位置信息用作虚拟人体模型重建的一部分。
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引用次数: 0
Development of a Mobile Application Platform for Self-Management of Obesity Using Artificial Intelligence Techniques. 基于人工智能技术的肥胖自我管理移动应用平台的开发
IF 4.4 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2021-08-27 eCollection Date: 2021-01-01 DOI: 10.1155/2021/6624057
Sylvester M Sefa-Yeboah, Kwabena Osei Annor, Valencia J Koomson, Firibu K Saalia, Matilda Steiner-Asiedu, Godfrey A Mills

Obesity is a major global health challenge and a risk factor for the leading causes of death, including heart disease, stroke, diabetes, and several types of cancer. Attempts to manage and regulate obesity have led to the implementation of various dietary regulatory initiatives to provide information on the calorie contents of meals. Although knowledge of the calorie content is useful for meal planning, it is not sufficient as other factors, including health status (diabetes, hypertension, etc.) and level of physical activity, are essential in the decision process for obesity management. In this work, we present an artificial intelligence- (AI-) based application that is driven by a genetic algorithm (GA) as a potential tool for tracking a user's energy balance and predicting possible calorie intake required to meet daily calorie needs for obesity management. The algorithm takes the users' input information on desired foods which are selected from a database and extracted records of users on cholesterol level, diabetes status, and level of physical activity, to predict possible meals required to meet the users need. The micro- and macronutrients of food content are used for the computation and prediction of the potential foods required to meet the daily calorie needs. The functionality and performance of the model were tested using a sample of 30 volunteers from the University of Ghana. Results revealed that the model was able to predict both glycemic and non-glycemic foods based on the condition of the user as well as the macro- and micronutrients requirements. Moreover, the system is able to adequately track the progress of the user's weight loss over time, daily nutritional needs, daily calorie intake, and predictions of meals that must be taken to avoid compromising their health. The proposed system can serve as a useful resource for individuals, dieticians, and other health management personnel for managing obesity, patients, and for training students in fields of dietetics and consumer science.

肥胖是一项重大的全球健康挑战,也是导致包括心脏病、中风、糖尿病和几种癌症在内的主要死亡原因的风险因素。管理和调节肥胖的尝试导致了各种饮食监管举措的实施,以提供有关膳食卡路里含量的信息。虽然卡路里含量的知识对膳食计划是有用的,但这是不够的,因为其他因素,包括健康状况(糖尿病、高血压等)和体育活动水平,在肥胖管理的决策过程中是必不可少的。在这项工作中,我们提出了一种基于人工智能(AI)的应用程序,该应用程序由遗传算法(GA)驱动,作为跟踪用户能量平衡和预测满足肥胖管理每日卡路里需求所需的可能卡路里摄入量的潜在工具。该算法从数据库中选择用户的所需食物输入信息,并提取用户的胆固醇水平、糖尿病状况和身体活动水平记录,以预测满足用户需求所需的可能膳食。食物中微量和宏量营养素的含量用于计算和预测满足每日热量需求所需的潜在食物。使用来自加纳大学的30名志愿者样本对模型的功能和性能进行了测试。结果表明,该模型能够根据使用者的情况以及宏量和微量营养素的需求预测升糖和非升糖食物。此外,该系统能够充分跟踪用户随着时间的推移减肥的进展、每日营养需求、每日卡路里摄入量,以及为避免损害健康而必须采取的膳食预测。该系统可为个人、营养师和其他健康管理人员提供有用的资源,用于管理肥胖、患者,以及在营养学和消费者科学领域培训学生。
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引用次数: 4
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International Journal of Telemedicine and Applications
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