在漫长的COVID时代,我们能否寻求更好的康复新技术?

Jiaze He, Ting Yang
{"title":"在漫长的COVID时代,我们能否寻求更好的康复新技术?","authors":"Jiaze He,&nbsp;Ting Yang","doi":"10.1002/cdt3.42","DOIUrl":null,"url":null,"abstract":"<p>Since the coronavirus disease 2019 (COVID-19) outbreak has become a pandemic, medical staff and researchers have devotedly managed the disease in terms of pathogens, prevention, and treatment. Even so, the virus continues to wreak havoc in people's lives. Recent evidence shows that patients with severe acute respiratory syndrome coronavirus 2 show distinct symptoms ranging from asymptomatic or mild infection to fatal disease. Moreover, this virus not only provokes an acute inflammatory response but could also cause a range of persistent symptoms after the phase of acute infection. The National Institute for Health and Care Excellence defines this phenomenon as long COVID.<span><sup>1</sup></span> Currently, there is no definite definition of long COVID. However, the basic argument, that patients who have recovered from acute infection present with persistent symptoms that cannot be explained by another diagnosis beyond 3–4 weeks postinfection, remains the same. Academic publications have estimated that 10%–20% of patients with COVID-19 have some complaints after COVID-19.<span><sup>2</sup></span></p><p>Most patients with COVID-19 present with respiratory dysfunction, fatigue, and psychological disorders during and after acute infection, and their lives are greatly affected. Under this circumstance, pulmonary rehabilitation (PR) has become a powerful weapon to deal with those symptoms in the context of quantities of evidence of its efficiency.<span><sup>3</sup></span> However, restricting quarantine to minimize viral spread may limit the utility of conventional PR programs. Thus, new techniques and innovative programs or approaches must be discussed and estimated. In this case, we could obtain a more comprehensive and critical perspective on the frontiers of medicine.</p><p>The pandemic necessitated a transformation of traditional PR. More physiotherapists have begun to move their attention from face-to-face to remote rehabilitation and evaluate its accessibility and safety. Remote rehabilitation, also named telerehabilitation, involves various techniques and could eliminate the limitations of distance. The techniques range from cell phone messages to videoconferencing and Internet platforms. It may not only provide more access to PR but also help maintain the original outcomes of traditional PR.</p><p>Accordingly, it facilitates many new techniques to conduct home-based assessments to guarantee the safety of PR and improve the prescription of PR programs. During the pandemic, artificial intelligence (AI) technology has been used to support diagnosis, treatment and vaccine discovery, epidemiological modeling, patient outcome–related tasks, and infodemiology.<span><sup>4, 5</sup></span> Currently, an increasing number of AI or robotic technologies are used to provide training to students and healthcare professionals, find appropriate remote rehabilitation approaches, and implement a standard PR program.</p><p>Initially, the environment and assessment are essential to support engagement and motivation. Thus, Vourganas et al.<span><sup>6</sup></span> demonstrated a patient-centric individualized home-based rehabilitation support system with the help of accountability, responsibility, and transparency (ART) AI. They used the timed up and go (TUG) and five-time sit to stand (FTSTS) tests to evaluate patients’ daily living activity performance in the presence or development of comorbidities. To satisfy the requirements of individualization, interpretability, and ART design, they used a hybrid learning approach. As a result, the model reaches up to 100% accuracy for both FTSTS and TUG in predicting medical conditions, 100% for FTSTS and 83.13% for TUG in predicting the area of difficulty, and is much more accurate and individualized than the state-of-the-art approaches in TUG and FTSTS AI. Moreover, the author advocates that if the condition can be more finely classified, such as by severity, the model can be improved. Lemhöfer et al.<span><sup>7</sup></span> developed an integrative survey questionnaire, The COVID-19 Rehabilitation Needs Survey (C19-RehabNeS) for COVID-19 patients assesses functional limitations during and after infection due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The questionnaire included the established 36-item Short Form Survey (SF-36), together with the newly developed COVID-19-Rehabilitation Needs Questionnaire (C19-RehabNeQ; 11 further dimensions, 57 items each). It not only assesses rehabilitation needs and satisfaction with health services but also treatment and therapy during the pandemic.</p><p>Further, if possible, monitoring during exercise sessions should be accessible through wireless devices and wearable technology, such as pulse oximeters that measure oxygen saturation (SpO<sub>2</sub>). Some studies have used video-call or phone apps, such as WeChat,<span><sup>8</sup></span> to verify patient adherence and the quality of program sessions.</p><p>Raising awareness on COVID-19-related knowledge and information is also essential to a telerehabilitation program. A descriptive review analyzed health apps related to COVID-19.<span><sup>9</sup></span> These apps allow people to self-track their health and provide technology to self-assess and implement home-based PR programs. They use chatbots to offer AI-enabled health education agents.<span><sup>10, 11</sup></span> However, the study also stressed that the number of studies on apps aiming to address psychological problems remains small and the effectiveness and acceptability of apps remain unknown. Thus, more research is required to estimate and improve these apps.</p><p>Generally, home-based PR training lasts for 8–12 weeks.<span><sup>12</sup></span> If you quit face-to-face rehabilitation absolutely, how do you ensure adherence? Claudio provides an innovative proposal to promote PR.<span><sup>13</sup></span> He recommended a multiprofessional hybrid mode of rehabilitation. Experienced and well-trained exercise professionals visited the patients’ homes 1–3 times per week and collected and transmitted the basic signs and symptoms to physicians before the exercise sessions. Thus, exercise prescriptions can be adjusted with the help of exercise professionals through video calls. After the session had begun, the physiological and perceptual data were monitored throughout the session. This could make the system safer. Although the risk of infection increases, it is a more effective approach if thorough sanitization can be performed. As the situation stabilizes, professionals can reduce the frequency of home visits.</p><p>Occupational therapy (OT) is another crucial component of the PR program. Ganesan et al. used a questionnaire, including 21 questions involving demographic characteristics of occupational therapists, the impact of lockdown on OT practice, and the use of telerehabilitation practice to explore the impact of COVID-19 lockdown.<span><sup>14</sup></span> Although face-to-face therapy services were detrimentally affected by the pandemic, telehealth was greatly promoted. One study reported that the practice of telemedicine during the pandemic increased by 8729% over the previous year.<span><sup>15</sup></span> Most occupational therapists use smartphones to provide telerehabilitation services. Unsurprisingly, approximately a third of therapists have already used telemedicine methods to provide services. As for the types of telemedicine used in a telerehabilitation setting, some used real-time interactions and others used transferring tech. However, simply using smartphone messages may protect patients’ privacy, and the outcome of PR may be abated compared with videoconferencing or virtual reality technology. As for the mental health or personal income of therapists, nearly 76% of respondents’ income has been affected, more than 50% have been stressed, and 10% have lost their jobs.<span><sup>14</sup></span> Thus, therapists’ enthusiasm for their jobs may be lower, and the quality of services may decrease.</p><p>Telerehabilitation has reported definite outcomes in several types of chronic diseases. A promising result is that average adherence to a 30-day program could improve exercise tolerance, dyspnea, and muscle fatigue. Although a much higher profile of rehabilitation has become available, the utility proportion of telerehabilitation in the clinical setting remains low. Thus, figuring out the barriers to telerehabilitation and using some interventions to enhance the implementation of PR is essential. Cox et al.<span><sup>30</sup></span> used the theoretical domains framework (TDF) alongside capability, opportunity, and motivation (COM-B), to search for an appropriate intervention to remove the barriers to telehealth. They used a questionnaire involving four domains: knowledge, environmental context and resources, social influence, and beliefs about consequences. In a previous study, the barriers included changes to workload, access to equipment and technology support, time constraints, and above all, clinician training.<span><sup>31, 32</sup></span> Accordingly, Cox put forward a brief intervention, which contained group education delivered through videoconferencing led by a clinician researcher's expert in telerehabilitation and implementation science once a week for 6 weeks to support community-based therapists to implement telerehabilitation. Consequently, the rate of implementing telerehabilitation among the investigated subjects increased. Although the subjects engaged well in the group session and the intervention achieved clinical practice change, no change occurred in the questionnaire responses by the TDF domain at the end of the intervention. This may contribute to some stony barriers, such as limited time and a lack of staff due to the pandemic.</p><p>Besides, many patients who attend PR programs are older adults who may not use or are unable to use a smartphone or other required technology for a telerehabilitation program, especially for some older adults living alone. Previous studies have shown that more than one-third of individuals have never accessed the Internet, and 30%–40% have no interest in accessing rehabilitation services via telehealth.<span><sup>33</sup></span> These factors may influence the outcomes of the PR programs. Patient empowerment and digital health literacy are essential to successful e-health deployment. However, detailed instructions through a video or real-time narrator for the use of technology may compensate to some degree for the defect.<span><sup>34</sup></span> Some patients can manage the smartphone or related application properly, but the user interface and function of the applications are unattractive. Thus, many patients quit the PR program within 90 days due to a lack of motivation. Motivation is related to goal setting and program outcomes. Thus, remote rehabilitation technology must be co-created with patients through user motivational feedback to determine achievable goals and individualized treatment.</p><p>Some physiotherapists believe that remote rehabilitation is not usable in all cases, and the method of performing home-based rehabilitation after a proper and accurate assessment is essential. Applicable populations and norms must be developed. We can incorporate strategies for assessing patient and environmental suitability and safety for telerehabilitation, especially in developing countries such as ours. Life-threatening events can crush the confidence of chronically ill patients who intend to participate in telerehabilitation.</p><p>Though we rank telerehabilitation highly and have some preliminary observations, there is no concrete evidence to show that its efficacy could be equal to traditional PR programs. The ideal post-COVID candidate, duration of intervention, and cost-effectiveness are still unknown. Moreover, transitioning to a new therapy method requires multi-faceted adjustments. Some patients may be concerned about the privacy of this method. Consequent to the lack of knowledge of the new PR program and the lack of options to implement PR programs at home, patients may find it difficult to adapt to the new modality. It seems that it is still not ready for full-scale implementation of telerehabilitation; however, greater-scale adoption of telerehabilitation is urgent as the pandemic continue. This is still a promising means, waiting to be explored and improved. Moreover, a larger cohort study including a larger population of telerehabilitation needs to be conducted.</p><p><b>He Jiaze</b>: Writing original draft. <b>Yang Ting</b>: Conception and revising.</p><p>Professor Ting Yang is a member of the Chronic Diseases and Translational Medicine editorial board and is not involved in the peer review process of this article. The remaining author declares no conflict of interest.</p><p>None.</p>","PeriodicalId":32096,"journal":{"name":"Chronic Diseases and Translational Medicine","volume":"8 3","pages":"149-153"},"PeriodicalIF":0.0000,"publicationDate":"2022-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/33/d2/CDT3-8-149.PMC9481878.pdf","citationCount":"4","resultStr":"{\"title\":\"In the era of long COVID, can we seek new techniques for better rehabilitation?\",\"authors\":\"Jiaze He,&nbsp;Ting Yang\",\"doi\":\"10.1002/cdt3.42\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Since the coronavirus disease 2019 (COVID-19) outbreak has become a pandemic, medical staff and researchers have devotedly managed the disease in terms of pathogens, prevention, and treatment. Even so, the virus continues to wreak havoc in people's lives. Recent evidence shows that patients with severe acute respiratory syndrome coronavirus 2 show distinct symptoms ranging from asymptomatic or mild infection to fatal disease. Moreover, this virus not only provokes an acute inflammatory response but could also cause a range of persistent symptoms after the phase of acute infection. The National Institute for Health and Care Excellence defines this phenomenon as long COVID.<span><sup>1</sup></span> Currently, there is no definite definition of long COVID. However, the basic argument, that patients who have recovered from acute infection present with persistent symptoms that cannot be explained by another diagnosis beyond 3–4 weeks postinfection, remains the same. Academic publications have estimated that 10%–20% of patients with COVID-19 have some complaints after COVID-19.<span><sup>2</sup></span></p><p>Most patients with COVID-19 present with respiratory dysfunction, fatigue, and psychological disorders during and after acute infection, and their lives are greatly affected. Under this circumstance, pulmonary rehabilitation (PR) has become a powerful weapon to deal with those symptoms in the context of quantities of evidence of its efficiency.<span><sup>3</sup></span> However, restricting quarantine to minimize viral spread may limit the utility of conventional PR programs. Thus, new techniques and innovative programs or approaches must be discussed and estimated. In this case, we could obtain a more comprehensive and critical perspective on the frontiers of medicine.</p><p>The pandemic necessitated a transformation of traditional PR. More physiotherapists have begun to move their attention from face-to-face to remote rehabilitation and evaluate its accessibility and safety. Remote rehabilitation, also named telerehabilitation, involves various techniques and could eliminate the limitations of distance. The techniques range from cell phone messages to videoconferencing and Internet platforms. It may not only provide more access to PR but also help maintain the original outcomes of traditional PR.</p><p>Accordingly, it facilitates many new techniques to conduct home-based assessments to guarantee the safety of PR and improve the prescription of PR programs. During the pandemic, artificial intelligence (AI) technology has been used to support diagnosis, treatment and vaccine discovery, epidemiological modeling, patient outcome–related tasks, and infodemiology.<span><sup>4, 5</sup></span> Currently, an increasing number of AI or robotic technologies are used to provide training to students and healthcare professionals, find appropriate remote rehabilitation approaches, and implement a standard PR program.</p><p>Initially, the environment and assessment are essential to support engagement and motivation. Thus, Vourganas et al.<span><sup>6</sup></span> demonstrated a patient-centric individualized home-based rehabilitation support system with the help of accountability, responsibility, and transparency (ART) AI. They used the timed up and go (TUG) and five-time sit to stand (FTSTS) tests to evaluate patients’ daily living activity performance in the presence or development of comorbidities. To satisfy the requirements of individualization, interpretability, and ART design, they used a hybrid learning approach. As a result, the model reaches up to 100% accuracy for both FTSTS and TUG in predicting medical conditions, 100% for FTSTS and 83.13% for TUG in predicting the area of difficulty, and is much more accurate and individualized than the state-of-the-art approaches in TUG and FTSTS AI. Moreover, the author advocates that if the condition can be more finely classified, such as by severity, the model can be improved. Lemhöfer et al.<span><sup>7</sup></span> developed an integrative survey questionnaire, The COVID-19 Rehabilitation Needs Survey (C19-RehabNeS) for COVID-19 patients assesses functional limitations during and after infection due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The questionnaire included the established 36-item Short Form Survey (SF-36), together with the newly developed COVID-19-Rehabilitation Needs Questionnaire (C19-RehabNeQ; 11 further dimensions, 57 items each). It not only assesses rehabilitation needs and satisfaction with health services but also treatment and therapy during the pandemic.</p><p>Further, if possible, monitoring during exercise sessions should be accessible through wireless devices and wearable technology, such as pulse oximeters that measure oxygen saturation (SpO<sub>2</sub>). Some studies have used video-call or phone apps, such as WeChat,<span><sup>8</sup></span> to verify patient adherence and the quality of program sessions.</p><p>Raising awareness on COVID-19-related knowledge and information is also essential to a telerehabilitation program. A descriptive review analyzed health apps related to COVID-19.<span><sup>9</sup></span> These apps allow people to self-track their health and provide technology to self-assess and implement home-based PR programs. They use chatbots to offer AI-enabled health education agents.<span><sup>10, 11</sup></span> However, the study also stressed that the number of studies on apps aiming to address psychological problems remains small and the effectiveness and acceptability of apps remain unknown. Thus, more research is required to estimate and improve these apps.</p><p>Generally, home-based PR training lasts for 8–12 weeks.<span><sup>12</sup></span> If you quit face-to-face rehabilitation absolutely, how do you ensure adherence? Claudio provides an innovative proposal to promote PR.<span><sup>13</sup></span> He recommended a multiprofessional hybrid mode of rehabilitation. Experienced and well-trained exercise professionals visited the patients’ homes 1–3 times per week and collected and transmitted the basic signs and symptoms to physicians before the exercise sessions. Thus, exercise prescriptions can be adjusted with the help of exercise professionals through video calls. After the session had begun, the physiological and perceptual data were monitored throughout the session. This could make the system safer. Although the risk of infection increases, it is a more effective approach if thorough sanitization can be performed. As the situation stabilizes, professionals can reduce the frequency of home visits.</p><p>Occupational therapy (OT) is another crucial component of the PR program. Ganesan et al. used a questionnaire, including 21 questions involving demographic characteristics of occupational therapists, the impact of lockdown on OT practice, and the use of telerehabilitation practice to explore the impact of COVID-19 lockdown.<span><sup>14</sup></span> Although face-to-face therapy services were detrimentally affected by the pandemic, telehealth was greatly promoted. One study reported that the practice of telemedicine during the pandemic increased by 8729% over the previous year.<span><sup>15</sup></span> Most occupational therapists use smartphones to provide telerehabilitation services. Unsurprisingly, approximately a third of therapists have already used telemedicine methods to provide services. As for the types of telemedicine used in a telerehabilitation setting, some used real-time interactions and others used transferring tech. However, simply using smartphone messages may protect patients’ privacy, and the outcome of PR may be abated compared with videoconferencing or virtual reality technology. As for the mental health or personal income of therapists, nearly 76% of respondents’ income has been affected, more than 50% have been stressed, and 10% have lost their jobs.<span><sup>14</sup></span> Thus, therapists’ enthusiasm for their jobs may be lower, and the quality of services may decrease.</p><p>Telerehabilitation has reported definite outcomes in several types of chronic diseases. A promising result is that average adherence to a 30-day program could improve exercise tolerance, dyspnea, and muscle fatigue. Although a much higher profile of rehabilitation has become available, the utility proportion of telerehabilitation in the clinical setting remains low. Thus, figuring out the barriers to telerehabilitation and using some interventions to enhance the implementation of PR is essential. Cox et al.<span><sup>30</sup></span> used the theoretical domains framework (TDF) alongside capability, opportunity, and motivation (COM-B), to search for an appropriate intervention to remove the barriers to telehealth. They used a questionnaire involving four domains: knowledge, environmental context and resources, social influence, and beliefs about consequences. In a previous study, the barriers included changes to workload, access to equipment and technology support, time constraints, and above all, clinician training.<span><sup>31, 32</sup></span> Accordingly, Cox put forward a brief intervention, which contained group education delivered through videoconferencing led by a clinician researcher's expert in telerehabilitation and implementation science once a week for 6 weeks to support community-based therapists to implement telerehabilitation. Consequently, the rate of implementing telerehabilitation among the investigated subjects increased. Although the subjects engaged well in the group session and the intervention achieved clinical practice change, no change occurred in the questionnaire responses by the TDF domain at the end of the intervention. This may contribute to some stony barriers, such as limited time and a lack of staff due to the pandemic.</p><p>Besides, many patients who attend PR programs are older adults who may not use or are unable to use a smartphone or other required technology for a telerehabilitation program, especially for some older adults living alone. Previous studies have shown that more than one-third of individuals have never accessed the Internet, and 30%–40% have no interest in accessing rehabilitation services via telehealth.<span><sup>33</sup></span> These factors may influence the outcomes of the PR programs. Patient empowerment and digital health literacy are essential to successful e-health deployment. However, detailed instructions through a video or real-time narrator for the use of technology may compensate to some degree for the defect.<span><sup>34</sup></span> Some patients can manage the smartphone or related application properly, but the user interface and function of the applications are unattractive. Thus, many patients quit the PR program within 90 days due to a lack of motivation. Motivation is related to goal setting and program outcomes. Thus, remote rehabilitation technology must be co-created with patients through user motivational feedback to determine achievable goals and individualized treatment.</p><p>Some physiotherapists believe that remote rehabilitation is not usable in all cases, and the method of performing home-based rehabilitation after a proper and accurate assessment is essential. Applicable populations and norms must be developed. We can incorporate strategies for assessing patient and environmental suitability and safety for telerehabilitation, especially in developing countries such as ours. Life-threatening events can crush the confidence of chronically ill patients who intend to participate in telerehabilitation.</p><p>Though we rank telerehabilitation highly and have some preliminary observations, there is no concrete evidence to show that its efficacy could be equal to traditional PR programs. The ideal post-COVID candidate, duration of intervention, and cost-effectiveness are still unknown. Moreover, transitioning to a new therapy method requires multi-faceted adjustments. Some patients may be concerned about the privacy of this method. Consequent to the lack of knowledge of the new PR program and the lack of options to implement PR programs at home, patients may find it difficult to adapt to the new modality. It seems that it is still not ready for full-scale implementation of telerehabilitation; however, greater-scale adoption of telerehabilitation is urgent as the pandemic continue. This is still a promising means, waiting to be explored and improved. Moreover, a larger cohort study including a larger population of telerehabilitation needs to be conducted.</p><p><b>He Jiaze</b>: Writing original draft. <b>Yang Ting</b>: Conception and revising.</p><p>Professor Ting Yang is a member of the Chronic Diseases and Translational Medicine editorial board and is not involved in the peer review process of this article. The remaining author declares no conflict of interest.</p><p>None.</p>\",\"PeriodicalId\":32096,\"journal\":{\"name\":\"Chronic Diseases and Translational Medicine\",\"volume\":\"8 3\",\"pages\":\"149-153\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-09-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/33/d2/CDT3-8-149.PMC9481878.pdf\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chronic Diseases and Translational Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/cdt3.42\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"Medicine\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chronic Diseases and Translational Medicine","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/cdt3.42","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Medicine","Score":null,"Total":0}
引用次数: 4

摘要

自2019冠状病毒病(COVID-19)爆发成为大流行以来,医务人员和研究人员从病原体、预防和治疗方面全身心地管理着这种疾病。即便如此,病毒仍在继续肆虐人们的生活。最近的证据表明,严重急性呼吸综合征冠状病毒2型患者表现出明显的症状,从无症状或轻度感染到致命疾病。此外,这种病毒不仅引起急性炎症反应,而且在急性感染阶段后还可能引起一系列持续症状。国家健康与护理卓越研究所将这种现象定义为长冠状病毒。目前,长冠状病毒没有明确的定义。然而,基本的论点是,从急性感染中恢复的患者在感染后3-4周后出现持续的症状,不能用其他诊断来解释。学术出版物估计,10%-20%的新冠肺炎患者在感染后会出现一些抱怨。2大多数新冠肺炎患者在急性感染期间和感染后会出现呼吸功能障碍、疲劳和心理障碍,生活受到很大影响。在这种情况下,大量证据表明,肺康复(PR)已成为治疗这些症状的有力武器然而,限制隔离以最大限度地减少病毒传播可能会限制传统公关计划的效用。因此,必须讨论和评估新技术和创新方案或方法。在这种情况下,我们可以对医学前沿获得更全面和批判性的视角。大流行迫使传统的公共关系发生转变,越来越多的物理治疗师开始将注意力从面对面康复转移到远程康复,并评估其可及性和安全性。远程康复,又称远程康复,涉及多种技术,可以消除距离的限制。这些技术包括从手机短信到视频会议和互联网平台。它不仅可以提供更多的公共关系途径,而且有助于保持传统公共关系的原有成果。因此,它促进了许多新技术进行家庭评估,以保证公共关系的安全性,改进公共关系方案的处方。在大流行期间,人工智能(AI)技术已被用于支持诊断、治疗和疫苗发现、流行病学建模、患者结局相关任务和信息流行病学。4,5目前,越来越多的人工智能或机器人技术被用于为学生和医疗保健专业人员提供培训,寻找适当的远程康复方法,并实施标准的公关计划。最初,环境和评估对于支持参与和激励是必不可少的。因此,Vourganas等人6在问责制、责任和透明度(ART)人工智能的帮助下,展示了一种以患者为中心的个性化家庭康复支持系统。他们使用计时起走(TUG)和五次坐站立(FTSTS)测试来评估患者在存在或发展合并症的情况下的日常生活活动表现。为了满足个性化、可解释性和ART设计的要求,他们采用了混合学习方法。结果,该模型在预测医疗状况方面,FTSTS和TUG的准确率都达到100%,在预测困难区域方面,FTSTS的准确率为100%,TUG的准确率为83.13%,比TUG和FTSTS人工智能中最先进的方法更加准确和个性化。此外,作者主张,如果病情可以更精细地分类,例如按严重程度分类,则可以改进模型。Lemhöfer等人编制了一份综合调查问卷,针对COVID-19患者的COVID-19康复需求调查(C19-RehabNeS)评估了严重急性呼吸综合征冠状病毒2 (SARS-CoV-2)感染期间和之后的功能限制。问卷包括已编制的36项简明问卷(SF-36),以及新编制的covid -19康复需求问卷(C19-RehabNeQ;另外11个维度,每个维度57个项目)。它不仅评估康复需求和对保健服务的满意度,而且评估大流行期间的治疗和治疗。此外,如果可能的话,应该通过无线设备和可穿戴技术,如测量氧饱和度(SpO2)的脉搏血氧仪,来监测锻炼过程。一些研究使用视频通话或手机应用程序(如bbbb808)来验证患者的依从性和项目的质量。提高对covid -19相关知识和信息的认识对于远程康复计划也至关重要。一项描述性综述分析了与COVID-19相关的健康应用程序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
In the era of long COVID, can we seek new techniques for better rehabilitation?

Since the coronavirus disease 2019 (COVID-19) outbreak has become a pandemic, medical staff and researchers have devotedly managed the disease in terms of pathogens, prevention, and treatment. Even so, the virus continues to wreak havoc in people's lives. Recent evidence shows that patients with severe acute respiratory syndrome coronavirus 2 show distinct symptoms ranging from asymptomatic or mild infection to fatal disease. Moreover, this virus not only provokes an acute inflammatory response but could also cause a range of persistent symptoms after the phase of acute infection. The National Institute for Health and Care Excellence defines this phenomenon as long COVID.1 Currently, there is no definite definition of long COVID. However, the basic argument, that patients who have recovered from acute infection present with persistent symptoms that cannot be explained by another diagnosis beyond 3–4 weeks postinfection, remains the same. Academic publications have estimated that 10%–20% of patients with COVID-19 have some complaints after COVID-19.2

Most patients with COVID-19 present with respiratory dysfunction, fatigue, and psychological disorders during and after acute infection, and their lives are greatly affected. Under this circumstance, pulmonary rehabilitation (PR) has become a powerful weapon to deal with those symptoms in the context of quantities of evidence of its efficiency.3 However, restricting quarantine to minimize viral spread may limit the utility of conventional PR programs. Thus, new techniques and innovative programs or approaches must be discussed and estimated. In this case, we could obtain a more comprehensive and critical perspective on the frontiers of medicine.

The pandemic necessitated a transformation of traditional PR. More physiotherapists have begun to move their attention from face-to-face to remote rehabilitation and evaluate its accessibility and safety. Remote rehabilitation, also named telerehabilitation, involves various techniques and could eliminate the limitations of distance. The techniques range from cell phone messages to videoconferencing and Internet platforms. It may not only provide more access to PR but also help maintain the original outcomes of traditional PR.

Accordingly, it facilitates many new techniques to conduct home-based assessments to guarantee the safety of PR and improve the prescription of PR programs. During the pandemic, artificial intelligence (AI) technology has been used to support diagnosis, treatment and vaccine discovery, epidemiological modeling, patient outcome–related tasks, and infodemiology.4, 5 Currently, an increasing number of AI or robotic technologies are used to provide training to students and healthcare professionals, find appropriate remote rehabilitation approaches, and implement a standard PR program.

Initially, the environment and assessment are essential to support engagement and motivation. Thus, Vourganas et al.6 demonstrated a patient-centric individualized home-based rehabilitation support system with the help of accountability, responsibility, and transparency (ART) AI. They used the timed up and go (TUG) and five-time sit to stand (FTSTS) tests to evaluate patients’ daily living activity performance in the presence or development of comorbidities. To satisfy the requirements of individualization, interpretability, and ART design, they used a hybrid learning approach. As a result, the model reaches up to 100% accuracy for both FTSTS and TUG in predicting medical conditions, 100% for FTSTS and 83.13% for TUG in predicting the area of difficulty, and is much more accurate and individualized than the state-of-the-art approaches in TUG and FTSTS AI. Moreover, the author advocates that if the condition can be more finely classified, such as by severity, the model can be improved. Lemhöfer et al.7 developed an integrative survey questionnaire, The COVID-19 Rehabilitation Needs Survey (C19-RehabNeS) for COVID-19 patients assesses functional limitations during and after infection due to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). The questionnaire included the established 36-item Short Form Survey (SF-36), together with the newly developed COVID-19-Rehabilitation Needs Questionnaire (C19-RehabNeQ; 11 further dimensions, 57 items each). It not only assesses rehabilitation needs and satisfaction with health services but also treatment and therapy during the pandemic.

Further, if possible, monitoring during exercise sessions should be accessible through wireless devices and wearable technology, such as pulse oximeters that measure oxygen saturation (SpO2). Some studies have used video-call or phone apps, such as WeChat,8 to verify patient adherence and the quality of program sessions.

Raising awareness on COVID-19-related knowledge and information is also essential to a telerehabilitation program. A descriptive review analyzed health apps related to COVID-19.9 These apps allow people to self-track their health and provide technology to self-assess and implement home-based PR programs. They use chatbots to offer AI-enabled health education agents.10, 11 However, the study also stressed that the number of studies on apps aiming to address psychological problems remains small and the effectiveness and acceptability of apps remain unknown. Thus, more research is required to estimate and improve these apps.

Generally, home-based PR training lasts for 8–12 weeks.12 If you quit face-to-face rehabilitation absolutely, how do you ensure adherence? Claudio provides an innovative proposal to promote PR.13 He recommended a multiprofessional hybrid mode of rehabilitation. Experienced and well-trained exercise professionals visited the patients’ homes 1–3 times per week and collected and transmitted the basic signs and symptoms to physicians before the exercise sessions. Thus, exercise prescriptions can be adjusted with the help of exercise professionals through video calls. After the session had begun, the physiological and perceptual data were monitored throughout the session. This could make the system safer. Although the risk of infection increases, it is a more effective approach if thorough sanitization can be performed. As the situation stabilizes, professionals can reduce the frequency of home visits.

Occupational therapy (OT) is another crucial component of the PR program. Ganesan et al. used a questionnaire, including 21 questions involving demographic characteristics of occupational therapists, the impact of lockdown on OT practice, and the use of telerehabilitation practice to explore the impact of COVID-19 lockdown.14 Although face-to-face therapy services were detrimentally affected by the pandemic, telehealth was greatly promoted. One study reported that the practice of telemedicine during the pandemic increased by 8729% over the previous year.15 Most occupational therapists use smartphones to provide telerehabilitation services. Unsurprisingly, approximately a third of therapists have already used telemedicine methods to provide services. As for the types of telemedicine used in a telerehabilitation setting, some used real-time interactions and others used transferring tech. However, simply using smartphone messages may protect patients’ privacy, and the outcome of PR may be abated compared with videoconferencing or virtual reality technology. As for the mental health or personal income of therapists, nearly 76% of respondents’ income has been affected, more than 50% have been stressed, and 10% have lost their jobs.14 Thus, therapists’ enthusiasm for their jobs may be lower, and the quality of services may decrease.

Telerehabilitation has reported definite outcomes in several types of chronic diseases. A promising result is that average adherence to a 30-day program could improve exercise tolerance, dyspnea, and muscle fatigue. Although a much higher profile of rehabilitation has become available, the utility proportion of telerehabilitation in the clinical setting remains low. Thus, figuring out the barriers to telerehabilitation and using some interventions to enhance the implementation of PR is essential. Cox et al.30 used the theoretical domains framework (TDF) alongside capability, opportunity, and motivation (COM-B), to search for an appropriate intervention to remove the barriers to telehealth. They used a questionnaire involving four domains: knowledge, environmental context and resources, social influence, and beliefs about consequences. In a previous study, the barriers included changes to workload, access to equipment and technology support, time constraints, and above all, clinician training.31, 32 Accordingly, Cox put forward a brief intervention, which contained group education delivered through videoconferencing led by a clinician researcher's expert in telerehabilitation and implementation science once a week for 6 weeks to support community-based therapists to implement telerehabilitation. Consequently, the rate of implementing telerehabilitation among the investigated subjects increased. Although the subjects engaged well in the group session and the intervention achieved clinical practice change, no change occurred in the questionnaire responses by the TDF domain at the end of the intervention. This may contribute to some stony barriers, such as limited time and a lack of staff due to the pandemic.

Besides, many patients who attend PR programs are older adults who may not use or are unable to use a smartphone or other required technology for a telerehabilitation program, especially for some older adults living alone. Previous studies have shown that more than one-third of individuals have never accessed the Internet, and 30%–40% have no interest in accessing rehabilitation services via telehealth.33 These factors may influence the outcomes of the PR programs. Patient empowerment and digital health literacy are essential to successful e-health deployment. However, detailed instructions through a video or real-time narrator for the use of technology may compensate to some degree for the defect.34 Some patients can manage the smartphone or related application properly, but the user interface and function of the applications are unattractive. Thus, many patients quit the PR program within 90 days due to a lack of motivation. Motivation is related to goal setting and program outcomes. Thus, remote rehabilitation technology must be co-created with patients through user motivational feedback to determine achievable goals and individualized treatment.

Some physiotherapists believe that remote rehabilitation is not usable in all cases, and the method of performing home-based rehabilitation after a proper and accurate assessment is essential. Applicable populations and norms must be developed. We can incorporate strategies for assessing patient and environmental suitability and safety for telerehabilitation, especially in developing countries such as ours. Life-threatening events can crush the confidence of chronically ill patients who intend to participate in telerehabilitation.

Though we rank telerehabilitation highly and have some preliminary observations, there is no concrete evidence to show that its efficacy could be equal to traditional PR programs. The ideal post-COVID candidate, duration of intervention, and cost-effectiveness are still unknown. Moreover, transitioning to a new therapy method requires multi-faceted adjustments. Some patients may be concerned about the privacy of this method. Consequent to the lack of knowledge of the new PR program and the lack of options to implement PR programs at home, patients may find it difficult to adapt to the new modality. It seems that it is still not ready for full-scale implementation of telerehabilitation; however, greater-scale adoption of telerehabilitation is urgent as the pandemic continue. This is still a promising means, waiting to be explored and improved. Moreover, a larger cohort study including a larger population of telerehabilitation needs to be conducted.

He Jiaze: Writing original draft. Yang Ting: Conception and revising.

Professor Ting Yang is a member of the Chronic Diseases and Translational Medicine editorial board and is not involved in the peer review process of this article. The remaining author declares no conflict of interest.

None.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
6.70
自引率
0.00%
发文量
195
审稿时长
35 weeks
期刊介绍: This journal aims to promote progress from basic research to clinical practice and to provide a forum for communication among basic, translational, and clinical research practitioners and physicians from all relevant disciplines. Chronic diseases such as cardiovascular diseases, cancer, diabetes, stroke, chronic respiratory diseases (such as asthma and COPD), chronic kidney diseases, and related translational research. Topics of interest for Chronic Diseases and Translational Medicine include Research and commentary on models of chronic diseases with significant implications for disease diagnosis and treatment Investigative studies of human biology with an emphasis on disease Perspectives and reviews on research topics that discuss the implications of findings from the viewpoints of basic science and clinical practic.
期刊最新文献
Table of Contents Guide for Authors Association of cardiorenal biomarkers with mortality in metabolic syndrome patients: A prospective cohort study from NHANES Current status and perspectives in environmental oncology S-acylation of Ca2+ transport proteins in cancer
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
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
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
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
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