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Alanzi T, Rehman SU, Khan MA, Istepanian RSH. The evolution and mapping trends of mobile health (m-Health): a bibliometric analysis (1997-2023). Mhealth 2024; 10:23. [PMID: 39114458 PMCID: PMC11304092 DOI: 10.21037/mhealth-23-20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Accepted: 05/09/2024] [Indexed: 08/10/2024] Open
Abstract
Background Mobile health (m-Health) is widely acknowledged as a pivotal domain for improving global healthcare and driving its digital health transformation. Despite the vast amount of literature published in recent years, bibliometric studies on m-Health remain limited in scope and coverage. This study presents a comprehensive review of m-Health literature extracted from Scopus and PubMed databases, spanning the period from 1997 to 2023, including publications during the coronavirus disease 2019 (COVID-19) pandemic. Methods The combined Scopus and PubMed databases were used in this study. The search formula for the literature retrieval used the most appropriate and relevant keywords to m-Health. The bibliometric data importation, extraction and analysis of authors, titles, publication date, publication place, publisher, volume number, issue number, citation count, document type, author keywords, affiliation were all carried out using the 'Biblioshiny', 'EndNote X9®', 'Microsoft Excel®' and 'Microsoft Access®' software tools. Duplicate records were manually identified and removed. Visualization maps illustrating the recurrent keywords, collaboration patterns, and prolific publishing countries were generated using 'VOSviewer®'. Results A total of 37,470 (20,703 from Scopus and 16,767 from PubMed) publications were selected for the literature analysis. The results provided the definitive literature evidence on the origin of the concept of m-Health in 2003. Significant increase in the publications followed the global surge of smart phones usage in 2007, and the emergence of m-Health applications (Apps) and their global markets and ecosystems. The number of the publications peaked between 2013 and 2022 with most citations in 2022. There was noticeable spike in m-Health literature during the COVID-19 pandemic. The results also showed that most of the highly cited publications, leading institutions, and most prolific authors were predominantly from the developed countries. The USA has the highest number of publications followed by the UK, Australia, Germany, Canada and China, with most of the prolific authors originating from these countries. Conclusions In conclusion, while there has been a remarkable increase in global m-Health publications since 2003, most of the impactful literature and publications in this area originated from selected countries in the developed world. The study indicates a significant disparity between the published literature from developed compared to the developing countries. Addressing this disparity, further bibliographical studies are required to address these and other literature gaps.
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Affiliation(s)
- Turki Alanzi
- Department of Health Information Management and Technology, College of Public Health, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
| | - Shafiq Ur Rehman
- Institute of Information Management, University of the Punjab, Lahore, Pakistan
| | - Muhammad Ajmal Khan
- Directorate of Library Affairs, Imam Abdulrahman Bin Faisal University, Dammam, Saudi Arabia
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Yu J, Joo IL, Bazzigaluppi P, Koletar MM, Cherin E, Stanisz AG, Graham JWC, Demore C, Stefanovic B. Micro-ultrasound based characterization of cerebrovasculature following focal ischemic stroke and upon short-term rehabilitation. J Cereb Blood Flow Metab 2024; 44:461-476. [PMID: 37974304 PMCID: PMC10981404 DOI: 10.1177/0271678x231215004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 08/21/2023] [Accepted: 10/27/2023] [Indexed: 11/19/2023]
Abstract
Notwithstanding recanalization treatments in the acute stage of stroke, many survivors suffer long-term impairments. Physical rehabilitation is the only widely available strategy for chronic-stage recovery, but its optimization is hindered by limited understanding of its effects on brain structure and function. Using micro-ultrasound, behavioral testing, and electrophysiology, we investigated the impact of skilled reaching rehabilitation on cerebral hemodynamics, motor function, and neuronal activity in a rat model of focal ischemic stroke. A 50 MHz micro-ultrasound transducer and intracortical electrophysiology were utilized to characterize neurovascular changes three weeks following focal ischemia elicited by endothelin-1 injection into the sensorimotor cortex. Sprague-Dawley rats were rehabilitated through tray reaching, and their fine skilled reaching was assessed via the Montoya staircase. Focal ischemia led to a sustained deficit in forelimb reaching; and increased tortuosity of the penetrating vessels in the perilesional cortex; with no lateralization of spontaneous neuronal activity. Rehabilitation improved skilled reaching; decreased cortical vascularity; was associated with elevated peri- vs. contralesional hypercapnia-induced flow homogenization and increased perilesional spontaneous cortical neuronal activity. Our study demonstrated neurovascular plasticity accompanying rehabilitation-elicited functional recovery in the subacute stage following stroke, and multiple micro-ultrasound-based markers of cerebrovascular structure and function modified in recovery from ischemia and upon rehabilitation.
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Affiliation(s)
- Johnson Yu
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Illsung L Joo
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Paolo Bazzigaluppi
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
- MetaCell, Cagliari, Italy
| | - Margaret M Koletar
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Emmanuel Cherin
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Andrew G Stanisz
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - James WC Graham
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Christine Demore
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
| | - Bojana Stefanovic
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Physical Sciences, Sunnybrook Research Institute, Toronto, Ontario, Canada
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Geana MV, Liu P, Pei J, Anderson S, Ramaswamy M. "A Friendly Conversation." Developing an eHealth Intervention to Increase COVID-19 Testing and Vaccination Literacy Among Women with Criminal and Legal System Involvement. JOURNAL OF HEALTH COMMUNICATION 2024; 29:131-142. [PMID: 38111197 PMCID: PMC10842808 DOI: 10.1080/10810730.2023.2293094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
Many women leaving jails are ill-prepared to follow recommended COVID-19 mitigation practices, including testing and vaccination. Low COVID-19-related health literacy, exposure to disinformation, and mistrust in authorities put women at increased risk. Research on this population has shown significant use of mobile devices for communication and web access and public Wi-fi for the internet. Using inductive (formative empirical research with the community) and deductive (theory-based) practices, we designed, developed, and pilot-tested a multimedia, culturally tailored web-based electronic health (eHealth) application to increase COVID-19-specific health literacy and promote testing and vaccination among women with criminal and legal system involvement (CLSI). The intervention included a serialized animated multimedia component and a telenovela-style series, complementing each other and addressing knowledge needs identified in the formative research phase of the project. The eHealth intervention was pilot-tested with 13 CLSI women by using online activity logs and semi-structured telephone interviews. Findings confirmed that eHealth interventions employing multimodal information delivery had increased chances of engaging audiences, especially when developed with input from the target population and are culturally tailored. In addition, using a web-based delivery optimized for mobile made the intervention accessible on various devices and decreased the risk of technical problems.
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Affiliation(s)
- Mugur V. Geana
- Center for Excellence in Health Communication to Underserved Populations, School of Journalism and Mass Communications, University of Kansas, Lawrence, Kansas, USA
| | - Pan Liu
- Department of Media, Design, and Communication, Marian University, Indianapolis, Indiana, USA
| | - Jun Pei
- Center for Excellence in Health Communication to Underserved Populations, School of Journalism and Mass Communications, University of Kansas, Lawrence, Kansas, USA
| | - Sherri Anderson
- Department of Population Health, University of Kansas School of Medicine, Kansas City, Kansas, USA
| | - Megha Ramaswamy
- Department of Population Health, University of Kansas School of Medicine, Kansas City, Kansas, USA
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El-Sherif DM, Ahmed AA, Sharif AF, Elzarif MT, Abouzid M. Greenway of Digital Health Technology During COVID-19 Crisis: Bibliometric Analysis, Challenges, and Future Perspective. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2024; 1458:315-334. [PMID: 39102206 DOI: 10.1007/978-3-031-61943-4_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/06/2024]
Abstract
Digital health has transformed the healthcare landscape by leveraging technology to improve patient outcomes and access to medical services. The COVID-19 pandemic has highlighted the urgent need for digital healthcare solutions that can mitigate the impact of the outbreak while ensuring patient safety. In this chapter, we delve into how digital health technologies such as telemedicine, mobile apps, and wearable devices can provide personalized care, reduce healthcare provider burden, and lower healthcare costs. We also explore the creation of a greenway of digital healthcare that safeguards patient confidentiality, enables efficient communication, and ensures cost-effective payment systems. This chapter showcases the potential of digital health to revolutionize healthcare delivery while ensuring patient well-being and medical staff satisfaction.
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Affiliation(s)
- Dina M El-Sherif
- Collaborative Innovation Center of Food Safety and Quality Control in Jiangsu Province, School of Food Science and Technology, Jiangnan University, Wuxi, 214122, China.
- National Institute of Oceanography and Fisheries (NIOF), Cairo, Egypt.
| | - Alhassan Ali Ahmed
- Department of Bioinformatics and Computational Biology, Poznan University of Medical Sciences, 60-781, Poznan, Poland
- Doctoral School, Poznan University of Medical Sciences, 60-812, Poznan, Poland
| | - Asmaa Fady Sharif
- Department of Forensic Medicine and Clinical Toxicology, Faculty of Medicine, Tanta University, Tanta, Egypt
- Clinical Medical Sciences Department, College of Medicine, Dar Al-Uloom University, Riyadh, Saudi Arabia
| | | | - Mohamed Abouzid
- Doctoral School, Poznan University of Medical Sciences, 60-812, Poznan, Poland
- Department of Physical Pharmacy and Pharmacokinetics, Faculty of Pharmacy, Poznan University of Medical Sciences, Rokietnicka 3 St., 60-806, Poznan, Poland
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Matini L, Chapman TP, Kantschuster R, Wilson J, Tarafdar A, Hussain M, Song K, Simadibrata DM, Seeva P, White L, Slater J, Kormilitzin A, Collins G, Travis SPL, Walsh A. Development of the Escalation of Therapy or Intervention (ETI) Calculator for Patients with Ulcerative Colitis Using ePROMs. J Crohns Colitis 2023; 17:1744-1751. [PMID: 37306285 DOI: 10.1093/ecco-jcc/jjad099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Revised: 04/17/2023] [Accepted: 06/11/2023] [Indexed: 06/13/2023]
Abstract
BACKGROUND AND AIMS Digital collection of patient-reported outcome measures [PROMs] is largely unexplored as a basis for follow-up for patients with ulcerative colitis [UC]. Our aim was to develop a model to predict the likelihood of escalation of therapy or intervention at an outpatient appointment that may be used to rationalize follow-up. METHODS TrueColours-IBD is a web-based, real-time, remote monitoring software that allows longitudinal collection of ePROMs. Data for prediction modelling were derived from a Development Cohort, guided by the TRIPOD statement. Logistic regression modelling used ten candidate items to predict escalation of therapy or intervention. An Escalation of Therapy or Intervention [ETI] calculator was developed, and applied in a Validation Cohort at the same centre. RESULTS The Development Cohort [n = 66] was recruited in 2016 and followed for 6 months [208 appointments]. From ten items, four significant predictors of ETI were identified: SCCAI, IBD Control-8, faecal calprotectin, and platelets. For practicality, a model with only SCCAI and IBD Control-8, both entered remotely by the patient, without the need for faecal calprotectin or blood tests was selected. Between 2018 and 2020, a Validation Cohort of 538 patients [1188 appointments] was examined. A 5% threshold on the ETI calculator correctly identified 343/388 [88%] escalations and 274/484 [57%] non-escalations. CONCLUSIONS A calculator based on digital, patient-entered data on symptoms and quality of life can predict whether a patient with UC requires escalation of therapy or intervention at an outpatient appointment. This may be used to streamline outpatient appointments for patients with UC.
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Affiliation(s)
- Lawrence Matini
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Thomas P Chapman
- Department of Gastroenterology, St Richard's and Worthing Hospitals, University Hospitals Sussex NHS Foundation Trust, West Sussex, UK
| | - Ramona Kantschuster
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Jean Wilson
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Adib Tarafdar
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Moheez Hussain
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Kaiyang Song
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | | | - Pavetha Seeva
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Lydia White
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | - Jessica Slater
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
| | | | - Gary Collins
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Simon P L Travis
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK
| | - Alissa Walsh
- Translational Gastroenterology Unit, Nuffield Department of Experimental Medicine, University of Oxford, Oxford, UK
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Sarker F, Chowdhury MH, Ratul IJ, Islam S, Mamun KA. An interactive national digital surveillance system to fight against COVID-19 in Bangladesh. Front Digit Health 2023; 5:1059446. [PMID: 37250527 PMCID: PMC10210141 DOI: 10.3389/fdgth.2023.1059446] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 03/06/2023] [Indexed: 05/31/2023] Open
Abstract
Background COVID-19 has affected many people globally, including in Bangladesh. Due to a lack of preparedness and resources, Bangladesh has experienced a catastrophic health crisis, and the devastation caused by this deadly virus has not yet been halted. Hence, precise and rapid diagnostics and infection tracing are essential for managing the condition and limiting its spread. The conventional screening procedure, such as reverse transcription polymerase chain reaction (RT-PCR), is not available in most rural areas and is time-consuming. Therefore, a data-driven intelligent surveillance system can be advantageous for rapid COVID-19 screening and risk estimation. Objectives This study describes the design, development, implementation, and characteristics of a nationwide web-based surveillance system for educating, screening, and tracking COVID-19 at the community level in Bangladesh. Methods The system consists of a mobile phone application and a cloud server. The data is collected by community health professionals via home visits or telephone calls and analyzed using rule-based artificial intelligence (AI). Depending on the results of the screening procedure, a further decision is made regarding the patient. This digital surveillance system in Bangladesh provides a platform to support government and non-government organizations, including health workers and healthcare facilities, in identifying patients at risk of COVID-19. It refers people to the nearest government healthcare facility, collecting and testing samples, tracking and tracing positive cases, following up with patients, and documenting patient outcomes. Results This study began in April 2020, and the results are provided in this paper till December 2022. The system has successfully completed 1,980,323 screenings. Our rule-based AI model categorized them into five separate risk groups based on the acquired patient information. According to the data, around 51% of the overall screened populations are safe, 35% are low risk, 9% are high risk, 4% are mid risk, and the remaining 1% is very high risk. The dashboard integrates all collected data from around the nation onto a single platform. Conclusion This screening can help the symptomatic patient take immediate action, such as isolation or hospitalization, depending on the severity. This surveillance system can also be utilized for risk mapping, planning, and allocating health resources to more vulnerable areas to reduce the virus's severity.
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Affiliation(s)
- Farhana Sarker
- CMED Health Ltd., Dhaka, Bangladesh
- Department of CSE, University of Liberal Arts, Dhaka, Bangladesh
| | | | - Ishrak Jahan Ratul
- Advanced Intelligent Multidisciplinary Systems Lab (AIMS Lab), United International University, Dhaka, Bangladesh
| | - Shariful Islam
- School of Exercise & Nutrition Sciences, Faculty of Health, Deakin University, Burwood, VIC, Australia
| | - Khondaker A. Mamun
- CMED Health Ltd., Dhaka, Bangladesh
- Advanced Intelligent Multidisciplinary Systems Lab (AIMS Lab), United International University, Dhaka, Bangladesh
- Department of CSE, United International University, Dhaka, Bangladesh
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Arcobelli VA, Zauli M, Galteri G, Cristofolini L, Chiari L, Cappello A, De Marchi L, Mellone S. mCrutch: A Novel m-Health Approach Supporting Continuity of Care. SENSORS (BASEL, SWITZERLAND) 2023; 23:4151. [PMID: 37112492 PMCID: PMC10146559 DOI: 10.3390/s23084151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 04/03/2023] [Accepted: 04/18/2023] [Indexed: 06/19/2023]
Abstract
This paper reports the architecture of a low-cost smart crutches system for mobile health applications. The prototype is based on a set of sensorized crutches connected to a custom Android application. Crutches were instrumented with a 6-axis inertial measurement unit, a uniaxial load cell, WiFi connectivity, and a microcontroller for data collection and processing. Crutch orientation and applied force were calibrated with a motion capture system and a force platform. Data are processed and visualized in real-time on the Android smartphone and are stored on the local memory for further offline analysis. The prototype's architecture is reported along with the post-calibration accuracy for estimating crutch orientation (5° RMSE in dynamic conditions) and applied force (10 N RMSE). The system is a mobile-health platform enabling the design and development of real-time biofeedback applications and continuity of care scenarios, such as telemonitoring and telerehabilitation.
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Affiliation(s)
- Valerio Antonio Arcobelli
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
| | - Matteo Zauli
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
| | - Giulia Galteri
- Department of Industrial Engineering (DIN), Alma Mater Studiorum, University of Bologna, Via Umberto Terracini 24-28, 40131 Bologna, Italy
| | - Luca Cristofolini
- Department of Industrial Engineering (DIN), Alma Mater Studiorum, University of Bologna, Via Umberto Terracini 24-28, 40131 Bologna, Italy
- Health Sciences and Technologies-Interdepartmental Center for Industrial Research (CIRI-SDV), Alma Mater Studiorum, University of Bologna, 40136 Bologna, Italy
| | - Lorenzo Chiari
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
- Health Sciences and Technologies-Interdepartmental Center for Industrial Research (CIRI-SDV), Alma Mater Studiorum, University of Bologna, 40136 Bologna, Italy
| | - Angelo Cappello
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
| | - Luca De Marchi
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
| | - Sabato Mellone
- Department of Electrical, Electronic and Information Engineering (DEI), Alma Mater Studiorum, University of Bologna, Viale Risorgimento 2, 40136 Bologna, Italy
- Health Sciences and Technologies-Interdepartmental Center for Industrial Research (CIRI-SDV), Alma Mater Studiorum, University of Bologna, 40136 Bologna, Italy
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Asadi F, Rahimi F, Ghaderkhany S, Almasi S. Self-care for coronavirus disease through electronic health technologies: A scoping review. Health Sci Rep 2023; 6:e1122. [PMID: 36824616 PMCID: PMC9941480 DOI: 10.1002/hsr2.1122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 01/06/2023] [Accepted: 02/07/2023] [Indexed: 02/25/2023] Open
Abstract
Background and Aims Considering the rapid spread and transmission of COVID-19 and its high mortality rate, self-care practices are of special importance during this pandemic to prevent and control the spread of the virus. In this regard, electronic health systems can play a major role in improving self-care practices related to coronavirus disease. This study aimed to review the electronic health technologies used in each of the constituent elements of the self-care (self-care maintenance, self-care monitoring, and self-care management) during the COVID-19 pandemic. Methods This scoping review was conducted based on Arksey and O'Malley's framework. In this study, the specific keywords related to "electronic health," "self-care," and "COVID-19" were searched on PubMed, Web of Science, Scopus, and Google. Results Of the 47 articles reviewed, most articles (27 articles) were about self-care monitoring and aimed to monitor the vital signs of patients. The results showed that the use of electronic health tools mainly focuses on training in the control and prevention of coronavirus disease during this pandemic, in the field of self-care maintenance, and medication management, communication, and consultation with healthcare providers, in the field of self-care management. Moreover, the most commonly used electronic health technologies were mobile web applications, smart vital signs monitoring devices, and social networks, respectively. Conclusion The study findings suggested that the use of electronic health technologies, such as mobile web applications and social networks, can effectively improve self-care practices for coronavirus disease. In addition, such technologies can be applied by health policymakers and disease control and prevention centers to better manage the COVID-19 pandemic.
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Affiliation(s)
- Farkhondeh Asadi
- Department of Health Information Technology and Management, School of Allied Medical SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Fatemeh Rahimi
- Department of Health Information Technology and Management, School of Allied Medical SciencesShahid Beheshti University of Medical SciencesTehranIran
| | - Shady Ghaderkhany
- Clinical Research Development Unit, Kowsar Medical, Educational and Therapeutic CenterKurdistan University of Medical SciencesSanandajIran
| | - Sohrab Almasi
- Department of Health Information Technology and Management, Health Information Management, School of Allied Medical SciencesShahid Beheshti University of Medical SciencesTehranIran
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Oyewola DO, Dada EG, Misra S. Machine learning for optimizing daily COVID-19 vaccine dissemination to combat the pandemic. HEALTH AND TECHNOLOGY 2022; 12:1277-1293. [PMCID: PMC9646469 DOI: 10.1007/s12553-022-00712-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 10/27/2022] [Indexed: 11/11/2022]
Abstract
Abstract
Introduction
Vaccines are the most important instrument for bringing the pandemic to a close and saving lives and helping to reduce the risks of infection. It is important that everyone has equal access to immunizations that are both safe and effective. There is no one who is safe until everyone gets vaccinated. COVID-19 vaccinations are a game-changer in the fight against diseases. In addition to examining attitudes toward these vaccines in Africa, Asia, Oceania, Europe, North America, and South America, the purpose of this paper is to predict the acceptability of COVID-19 vaccines and study their predictors.
Materials and methods
Kaggle datasets are used to estimate the prediction outcomes of the daily COVID-19 vaccination to prevent a pandemic. The Kaggle data sets are classified into training and testing datasets. The training dataset is comprised of COVID-19 daily data from the 13th of December 2020 to the 13th of June 2021, while the testing dataset is comprised of COVID-19 daily data from the 14th of June 2021 to the 14th of October 2021. For the prediction of daily COVID-19 vaccination, four well-known machine learning algorithms were described and used in this study: CUBIST, Gaussian Process (GAUSS), Elastic Net (ENET), Spikes, and Slab (SPIKES).
Results
Among the models considered in this paper, CUBIST has the best prediction accuracy in terms of Mean Absolute Scaled Error (MASE) of 9.7368 for Asia, 2.8901 for America, 13.2169 for Oceania, and 3.9510 for South America respectively.
Conclusion
This research shows that machine learning can be of great benefit for optimizing daily immunization of citizens across the globe. And if used properly, it can help decision makers and health administrators to comprehend immunization rates and create strategies to enhance them.
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Affiliation(s)
- David Opeoluwa Oyewola
- Department of Mathematics and Computer Science, Federal University Kashere, Gombe, Nigeria
| | - Emmanuel Gbenga Dada
- Department of Mathematical Sciences, University of Maiduguri, Maiduguri, Nigeria
| | - Sanjay Misra
- Department of Computer Science and Communication, Østfold University College, Halden, Norway
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Gonzales A, Custodio R, Lapitan MC, Ladia MA. End-users' perspectives on the quality and design of mHealth technologies during the COVID-19 pandemic in the Philippines: A Qualitative Study. JMIR Form Res 2022; 7:e41838. [PMID: 36943932 PMCID: PMC10131615 DOI: 10.2196/41838] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 10/06/2022] [Accepted: 10/18/2022] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND The COVID-19 pandemic has expanded the use of mHealth technologies in contact tracing, communicating COVID-related information, and monitoring the health conditions of the general population in the Philippines. However, the limited end-user engagement in the features and feedback along the development cycle of mHealth technologies results to risks in adoption. The WHO recommends user-centric design and development of mHealth technologies to ensure responsiveness to the needs of the end-users. OBJECTIVE The goal of the study is to understand, using the end-users' perspectives, the design and quality of mHealth technology implementations in the Philippines during the COVID-19 pandemic with focus on areas identified by stakeholders: 1) utility, 2) technology readiness level, 3) design, 4) information, 5) usability, 6) features, and 7) security and privacy. METHODS Using a descriptive qualitative design, we conducted five interviews and three FGDs with a total of 16 participants, six males and ten females. Questions were based on the Mobile App Rating Scale (MARS). Utilizing the cyclical coding approach, transcripts were analyzed using NVivo 12. Domains and themes were identified. RESULTS The qualitative analysis identified eighteen themes that were organized under the seven focus areas: 1) utility: use of mHealth technologies; motivations in using mHealth; 2) technology readiness: mobile technology literacy, user segmentation; 3) design: user interface design, language and content accessibility, and technology design; 4) information: accuracy of information, use of information; 5) usability: design factors, dependency on human processes, and technical issues; 6) features: interoperability and data integration, other feature and design recommendations, and technology features and upgrades, and 7) privacy and security: trust that mHealth can secure data, lack of information, and policies. To highlight, accessibility, privacy and security, simple interface, and integration are some of the design and quality areas that end-users find important and consider in using mHealth tools. CONCLUSIONS Engaging end-users in the development and design of mHealth technologies ensures adoption and accessibility making it a valuable tool in curbing the pandemic. The six principles for developers, researchers, and implementers to consider when scaling up or developing new mHealth solutions in low resource settings are: 1) should be driven by value in its implementation; 2) should be inclusive; 3) addresses users' physical and cognitive restrictions; 4) ensures privacy and security; 5) designed in accordance to digital health systems' standards; and 6) should be trusted by the end-users. CLINICALTRIAL
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Affiliation(s)
- Aldren Gonzales
- University of the Philippines Manila, 670 Padre Faura St, Ermita, Manila, PH
| | - Razel Custodio
- University of the Philippines Manila, 670 Padre Faura St, Ermita, Manila, PH
| | | | - Mary Ann Ladia
- University of the Philippines Manila, 670 Padre Faura St, Ermita, Manila, PH
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Kigin CM. Innovation: It's in Our DNA. Phys Ther 2022; 102:6730976. [PMID: 36173758 DOI: 10.1093/ptj/pzac100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 06/29/2022] [Indexed: 11/13/2022]
Abstract
Colleen M. Kigin, PT, DPT, MS, MPA, FAPTA, the 52nd Mary McMillan Lecturer, is a consultant focused on innovation. She is a visiting clinical professor at the University of Colorado physical therapy program, University of Colorado School of Medicine, and an adjunct associate professor at the MGH Institute of Health Professions (MGH IHP). From 1998-2014, she held the positions of chief of staff and program manager for the Center of Integration of Medicine and Innovative Technology, a 12-institution consortium based in Boston, Massachusetts, developing innovative solutions to health care problems. She subsequently has served as a consultant to such efforts as the University of Manchester, Manchester Academic Health Science Centre, United Kingdom, to develop an innovation culture. In 1994, she joined the newly formed Partners HealthCare System in Boston, coordinating the system's cost reduction efforts through 1998. Kigin previously served as director of physical therapy services at Massachusetts General Hospital (MGH) (1977-1984) and as assistant professor at MGH IHP (1980-1994). While at MGH, she was responsible for the merger of 2 separate physical therapy departments, the establishment of the first nonphysician specialist position, and practice without referral for the physical therapy services. Kigin has held numerous positions within the American Physical Therapy Association (APTA), serving on the Board of Directors from 1988-1997, including as vice president; co-chair of The Physical Therapy Summit in 2007; and co-chair of FiRST, the Frontiers in Rehabilitation, Science and Technology Council. She also served as prior chair of the APTA Committee on Clinical Residencies and served on the American Board of Physical Therapy Specialties. Kigin earned a bachelor of science degree in physical therapy at the University of Colorado, a master of science degree at Boston University, a master's degree in public administration from the Harvard Kennedy School of Government, and a doctor in physical therapy degree from the MGH IHP.
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Affiliation(s)
- Colleen M Kigin
- Physical Therapy Program, Department of Physical Medicine and Rehabilitation, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA.,Physical Therapy Program, MGH Institute of Health Professions, Boston, Massachusetts, USA
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12
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Mandal S, Belli H, Cruz J, Mann D, Schoenthaler A. Analyzing user engagement within a patient-reported outcomes texting tool for diabetes management (Preprint). JMIR Diabetes 2022; 7:e41140. [DOI: 10.2196/41140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2022] [Revised: 08/31/2022] [Accepted: 09/07/2022] [Indexed: 11/13/2022] Open
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Akay M, Subramaniam S, Brennan C, Bonato P, Waits CMK, Wheeler BC, Fotiadis DI. Healthcare Innovations to Address the Challenges of the COVID-19 Pandemic. IEEE J Biomed Health Inform 2022; 26:3294-3302. [PMID: 35077374 PMCID: PMC9423029 DOI: 10.1109/jbhi.2022.3144941] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 01/15/2022] [Indexed: 01/08/2023]
Abstract
We have been faced with an unprecedented challenge in combating the COVID-19/SARS-CoV2 outbreak that is threatening the fabric of our civilization, causing catastrophic human losses and a tremendous economic burden globally. During this difficult time, there has been an urgent need for biomedical engineers, clinicians, and healthcare industry leaders to work together to develop novel diagnostics and treatments to fight the pandemic including the development of portable, rapidly deployable, and affordable diagnostic testing kits, personal protective equipment, mechanical ventilators, vaccines, and data analysis and modeling tools. In this position paper, we address the urgent need to bring these inventions into clinical practices. This paper highlights and summarizes the discussions and new technologies in COVID-19 healthcare, screening, tracing, and treatment-related presentations made at the IEEE EMBS Public Forum on COVID-19. The paper also provides recent studies, statistics and data and new perspectives on ongoing and future challenges pertaining to the COVID-19 pandemic.
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Affiliation(s)
- Metin Akay
- Department of Biomedical EngineeringUniversity of HoustonHoustonTX77204USA
| | - Shankar Subramaniam
- Department of BioengineeringUniversity of California at San DiegoLa JollaCA92093USA
| | | | - Paolo Bonato
- Department of Physical Medicine and Re habilitationHarvard Medical SchoolBostonMA02115USA
| | | | - Bruce C. Wheeler
- Department of BioengineeringUniversity of California at San DiegoLa JollaCA92093USA
| | - Dimitrios I. Fotiadis
- Department of Biomedical Research, Institute of Molecular Biology and BiotechnologyFORTHIoanninaGreece
- Department of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information SystemsUniversity of Ioannina45110IoanninaGreece
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14
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El-Sherif DM, Abouzid M. Analysis of mHealth research: mapping the relationship between mobile apps technology and healthcare during COVID-19 outbreak. Global Health 2022; 18:67. [PMID: 35765078 PMCID: PMC9238163 DOI: 10.1186/s12992-022-00856-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 06/09/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Mobile health applications (mHealth apps) offer enormous promise for illness monitoring and treatment to improve the provided medical care and promote health and wellbeing. OBJECTIVE We applied bibliometric quantitative analysis and network visualization to highlight research trends and areas of particular interest. We expect by summarizing the trends in mHealth app research, our work will serve as a roadmap for future investigations. METHODS Relevant English publications were extracted from the Scopus database. VOSviewer (version 1.6.17) was used to build coauthorship networks of authors, countries, and the co-occurrence networks of author keywords. RESULTS We analyzed 550 published articles on mHealth apps from 2020 to February 1, 2021. The yearly publications increased from 130 to 390 in 2021. JMIR mHealth and uHealth (33/550, 6.0%), J. Med. Internet Res. (27/550, 4.9%), JMIR Res. Protoc. (22/550, 4.0%) were the widest journals for these publications. The United States has the largest number of publications (143/550, 26.0%), and England ranks second (96/550, 17.5%). The top three productive authors were: Giansanti D., Samuel G., Lucivero F., and Zhang L. Frequent authors' keywords have formed major 4 clusters representing the hot topics in the field: (1) artificial intelligence and telehealthcare; (2) digital contact tracing apps, privacy and security concerns; (3) mHealth apps and mental health; (4) mHealth apps in public health and health promotion. CONCLUSIONS mHealth apps undergo current developments, and they remain hot topics in COVID-19. These findings might be useful in determining future perspectives to improve infectious disease control and present innovative solutions for healthcare.
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Affiliation(s)
- Dina M. El-Sherif
- National Institute of Oceanography and Fisheries (NIOF), Cairo, Egypt
| | - Mohamed Abouzid
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 60-781 Poznan, Poland
- Doctoral School, Poznan University of Medical Sciences, 60-781 Poznan, Poland
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15
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Bonnici V, Cicceri G, Distefano S, Galletta L, Polignano M, Scaffidi C. Covid19/IT the digital side of Covid19: A picture from Italy with clustering and taxonomy. PLoS One 2022; 17:e0269687. [PMID: 35679235 PMCID: PMC9182266 DOI: 10.1371/journal.pone.0269687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 05/26/2022] [Indexed: 11/19/2022] Open
Abstract
The Covid19 pandemic has significantly impacted on our lives, triggering a strong reaction resulting in vaccines, more effective diagnoses and therapies, policies to contain the pandemic outbreak, to name but a few. A significant contribution to their success comes from the computer science and information technology communities, both in support to other disciplines and as the primary driver of solutions for, e.g., diagnostics, social distancing, and contact tracing. In this work, we surveyed the Italian computer science and engineering community initiatives against the Covid19 pandemic. The 128 responses thus collected document the response of such a community during the first pandemic wave in Italy (February-May 2020), through several initiatives carried out by both single researchers and research groups able to promptly react to Covid19, even remotely. The data obtained by the survey are here reported, discussed and further investigated by Natural Language Processing techniques, to generate semantic clusters based on embedding representations of the surveyed activity descriptions. The resulting clusters have been then used to extend an existing Covid19 taxonomy with the classification of related research activities in computer science and information technology areas, summarizing this work contribution through a reproducible survey-to-taxonomy methodology.
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16
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Polat EO, Cetin MM, Tabak AF, Bilget Güven E, Uysal BÖ, Arsan T, Kabbani A, Hamed H, Gül SB. Transducer Technologies for Biosensors and Their Wearable Applications. BIOSENSORS 2022; 12:385. [PMID: 35735533 PMCID: PMC9221076 DOI: 10.3390/bios12060385] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 05/16/2022] [Accepted: 05/27/2022] [Indexed: 05/17/2023]
Abstract
The development of new biosensor technologies and their active use as wearable devices have offered mobility and flexibility to conventional western medicine and personal fitness tracking. In the development of biosensors, transducers stand out as the main elements converting the signals sourced from a biological event into a detectable output. Combined with the suitable bio-receptors and the miniaturization of readout electronics, the functionality and design of the transducers play a key role in the construction of wearable devices for personal health control. Ever-growing research and industrial interest in new transducer technologies for point-of-care (POC) and wearable bio-detection have gained tremendous acceleration by the pandemic-induced digital health transformation. In this article, we provide a comprehensive review of transducers for biosensors and their wearable applications that empower users for the active tracking of biomarkers and personal health parameters.
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Affiliation(s)
- Emre Ozan Polat
- Faculty of Engineering and Natural Sciences, Kadir Has University, Cibali, Istanbul 34083, Turkey; (M.M.C.); (A.F.T.); (E.B.G.); (B.Ö.U.); (T.A.); (A.K.); (H.H.); (S.B.G.)
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17
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Uschnig C, Recker F, Blaivas M, Dong Y, Dietrich CF. Tele-ultrasound in the Era of COVID-19: A Practical Guide. ULTRASOUND IN MEDICINE & BIOLOGY 2022; 48:965-974. [PMID: 35317949 PMCID: PMC8743597 DOI: 10.1016/j.ultrasmedbio.2022.01.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 12/21/2021] [Accepted: 01/04/2022] [Indexed: 06/14/2023]
Abstract
Telemedicine has evolved over the past 50 years, with video consultations and telehealth (TH) mobile apps that are now widely used to support care in the management of chronic conditions, but are infrequently used in acute conditions such as emergencies. In the wake of the COVID-19 pandemic, demand is growing for video consultations as they minimize health provider-patient interactions and thereby the risk of infection. Advanced applications such as tele-ultrasound (TUS) have not yet gained a foothold despite their achieving technical maturity and the availability of software from numerous companies for TUS for their respective portable ultrasound devices. However, ultrasound is indispensable for triage in emergencies and also offers distinct advantages in the diagnosis of COVID-19 pneumonia for certain patient populations such as pregnant women, children and immobilized patients. Additionally, recent work suggests lung ultrasound can accurately risk stratify patients for likely infection when immediate polymerase chain reaction (PCR) testing is not available and has prognostic utility for positive patients with respect to the need for admission and intensive care unit (ICU) treatment. Though currently underutilized, a wider implementation of TUS in TH applications and processes may be an important stepping-stone for telemedicine. The addition of ultrasound to TH may allow it to cross the barrier from being an application used mainly for primary care and chronic conditions to an indispensable tool used in emergency care, disaster situations, remote areas and low-income countries where it is difficult to obtain high-quality diagnostic imaging. The objective of this review was to provide an overview of the current state of telemedicine, insights into current and future use scenarios, its practical application as well as current TUS uses and their potential value with an overview of currently available portable and handheld ultrasound devices. In the wake of the COVID-19 pandemic we point out an unmet need and use case of TUS as a supportive tool for health care providers and organizations in the management of affected patients.
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Affiliation(s)
- Christopher Uschnig
- Department of Internal Medicine, Clinics Beau-Site, Salem and Permanence, Bern, Switzerland.
| | - Florian Recker
- Department of Obstetrics and Prenatal Medicine, University Hospital Bonn, Venusberg Campus, Germany
| | - Michael Blaivas
- Department of Emergency Medicine, St. Francis Hospital, University of South Carolina School of Medicine, Columbus, Georgia, USA
| | - Yi Dong
- Department of Ultrasound, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Christoph F Dietrich
- Department of Internal Medicine, Clinics Beau-Site, Salem and Permanence, Bern, Switzerland
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18
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Searching for Sustainability in Health Systems: Toward a Multidisciplinary Evaluation of Mobile Health Innovations. SUSTAINABILITY 2022. [DOI: 10.3390/su14095286] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Mobile health (mHealth) innovations are considered by governments as game changers toward more sustainable health systems. The existing literature focuses on the clinical aspects of mHealth but lacks an integrated framework on its sustainability. The foundational idea for this paper is to include disciplinary complementarities into a multi-dimensional vision to evaluate the non-clinical aspects of mHealth innovations. We performed a targeted literature review to find how the sustainability of mHealth innovations was appraised in each discipline. We found that each discipline considers a different outcome of interest and adopts different time horizons and perspectives for the evaluation. This article reflects on how the sustainability of mHealth innovation can be assessed at both the level of the device itself as well as the level of the health system. We identify some of the challenges ahead of researchers working on mobile health innovations in contributing to shaping a more sustainable health system.
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Achieving the potential of mHealth in medicine requires challenging the ethos of care delivery. Prim Health Care Res Dev 2022; 23:e18. [PMID: 35314016 PMCID: PMC8991074 DOI: 10.1017/s1463423622000068] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Mobile Health (mHealth) interventions have received a mix of praise and excitement, as well as caution and even opposition over recent decades. While the rapid adoption of mHealth solutions due to the COVID-19 pandemic has weakened resistance to integrating these digital approaches into practice and generated renewed interest, the increased reliance on mHealth signals a need for optimizing development and implementation. Despite an historically innovation-resistant medical ethos, mHealth is becoming a normalized supplement to clinical practice, highlighting increased demand. Reaching the full potential of mHealth requires new thinking and investment. The current challenge to broaden mHealth adoption and to ensure equity in access may be overcoming a “design purgatory,” where innovation fails to connect to practice. We recommend leveraging the opportunity presented by the COVID-19 pandemic to disrupt routine practice and with a new focus on theory-driven replicability of mHealth tools and strategies aimed at medical education and professional organizations.
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Abstract
PURPOSE OF REVIEW The purpose of this review article is to discuss the impact of Coronavirus Disease 2019 (COVID-19) on the evolution of telemedicine use for urology office visits. RECENT FINDINGS The COVID-19 pandemic has caused a dramatic change in the delivery of healthcare. Fraught with numerous barriers previously, the need for healthcare delivery during a time of social distancing and increased healthcare requirements drove the adoption of telemedicine forward. This 'trial period' over the last year has allowed us to appreciate the potential utility of telehealth-associated services in practice and consider its role even after the pandemic. Multiple studies equating its utility to in-person visits whereas simultaneously providing added convenience and cost-related savings have been published in the urologic literature. Permanent regulatory changes will need to be implemented to allow us the flexibility to use telehealth in the future. SUMMARY It is clear that telemedicine is an effective strategy for delivery of healthcare under the right circumstances. Although it initially started to fill a need out of necessity, it can help us effectively deliver healthcare as long as the regulations surrounding telemedicine allow us to continue to use it. This period has been challenging for healthcare delivery and led to policy changes that served as a catalyst to help us better understand this previously underutilized resource.
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Affiliation(s)
- Mohit Butaney
- Vattikuti Urology Institute, Henry Ford Health System, Detroit, Michigan, USA
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21
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Asadzadeh A, Mohammadzadeh Z, Fathifar Z, Jahangiri-Mirshekarlou S, Rezaei-Hachesu P. A framework for information technology-based management against COVID-19 in Iran. BMC Public Health 2022; 22:402. [PMID: 35219292 PMCID: PMC8881940 DOI: 10.1186/s12889-022-12781-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 02/16/2022] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND The COVID-19 pandemic has become a global concern. Iran is one of the countries affected most by the SARS-CoV-2 outbreak. As a result, the use of information technology (IT) has a variety of applications for pandemic management. The purpose of this study was to develop a conceptual framework for responding to the COVID-19 pandemic via IT management, based on extensive literature review and expert knowledge. METHODS The conceptual framework is developed in three stages: (1) a literature review to gather practical experience with IT applications for managing the COVID-19 pandemic, (2) a study of Iranian documents and papers that present Iran's practical experience with COVID-19, and (3) developing a conceptual framework based on the previous steps and validating it through a Delphi approach in two rounds, and by 13 experts. RESULTS The proposed conceptual framework demonstrates that during pandemics, 22 different types of technologies were used for various purposes, including virtual education, early warning, rapid screening and diagnosis of infected individuals, and data management. These objectives were classified into six categories, with the following applications highlighted: (1) Prevention (M-health, Internet search queries, telehealth, robotics, Internet of things (IoT), Artificial Intelligence (AI), big data, Virtual Reality (VR), social media); (2) Diagnosis (M-health, drones, telehealth, IoT, Robotics, AI, Decision Support System (DSS), Electronic Health Record (EHR)); (3) Treatment (Telehealth, M-health, AI, Robotic, VR, IoT); (4) Follow-up (Telehealth, M-health, VR), (5) Management & planning (Geographic information system, M-health, IoT, blockchain), and (6) Protection (IoT, AI, Robotic and automatic vehicles, Augmented Reality (AR)). In Iran, the use of IT for prevention has been emphasized through M-health, internet search queries, social media, video conferencing, management and planning objectives using databases, health information systems, dashboards, surveillance systems, and vaccine coverage. CONCLUSIONS IT capabilities were critical during the COVID-19 outbreak. Practical experience demonstrates that various aspects of information technologies were overlooked. To combat this pandemic, the government and decision-makers of this country should consider strategic planning that incorporates successful experiences against COVID-19 and the most advanced IT capabilities.
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Affiliation(s)
- Afsoon Asadzadeh
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
- Health Information Technology Department, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Daneshgah St, 5165665811, Tabriz, Iran
| | - Zeinab Mohammadzadeh
- Health Information Technology Department, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Daneshgah St, 5165665811, Tabriz, Iran
| | - Zahra Fathifar
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
- Health Information Technology Department, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Daneshgah St, 5165665811, Tabriz, Iran
| | - Soheila Jahangiri-Mirshekarlou
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
- Health Information Technology Department, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Daneshgah St, 5165665811, Tabriz, Iran
| | - Peyman Rezaei-Hachesu
- Health Information Technology Department, School of Management and Medical Informatics, Tabriz University of Medical Sciences, Daneshgah St, 5165665811, Tabriz, Iran.
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22
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Alzahrani AI, Al-Samarraie H, Eldenfria A, Dodoo JE, Alalwan N. Users' intention to continue using mHealth services: A DEMATEL approach during the COVID-19 pandemic. TECHNOLOGY IN SOCIETY 2022; 68:101862. [PMID: 35013631 PMCID: PMC8730779 DOI: 10.1016/j.techsoc.2022.101862] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 12/24/2021] [Accepted: 01/01/2022] [Indexed: 05/30/2023]
Abstract
The coronavirus disease 2019 (COVID-19) has changed the way we use and perceive online services. This study examined the influence of service quality factors during COVID-19 on individuals' intention to continue use mHealth services. A decision-making trial and evaluation laboratory (DEMATEL) approach was used to identify and analyse the relationships between service quality and individuals' intention to continue use mHealth during the COVID-19 pandemic. Individuals' direct, indirect, and interdependent behaviours in relation to service quality and continues use of mHealth were studied. A total of 126 respondents were involved in this study. The results identified several associations between service quality factors and individuals' continuous use of mHealth. The most important factor found to influence users' decision to continuously use mHealth was assurance, followed by hedonic benefits, efficiency, reliability, and content quality. The relevant cause-and-effect relationships were identified and the direction for quality improvement was discussed. The outcomes from this study can support healthcare policy makers to swiftly and widely respond to COVID-19 challenges. The findings provide fundamental insights for healthcare organisations to promote continuous use of mHealth among people by prioritising service improvements.
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Affiliation(s)
| | | | - Atef Eldenfria
- Faculty of Information Technology, Misurata University, Misurata, Libya
| | - Joana Eva Dodoo
- College of Distance Education, Department of Business Studies, University of Cape Coast, Cape Coast, Ghana
| | - Nasser Alalwan
- Computer Science Department, Community College, King Saud University, Riyadh, Saudi Arabia
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Simeone S, Condit D, Nadler E. Do Not Give Up Your Stethoscopes Yet—Telemedicine for Chronic Respiratory Diseases in the Era of COVID-19. Life (Basel) 2022; 12:life12020222. [PMID: 35207508 PMCID: PMC8877139 DOI: 10.3390/life12020222] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 01/20/2022] [Accepted: 01/24/2022] [Indexed: 12/02/2022] Open
Abstract
Telemedicine in its many forms has been utilized across numerous medical specialties to facilitate and expand access to medical care, optimize existing healthcare infrastructure to encourage patient–provider communication, reduce provider burnout, and improve patient surveillance. Since the emergence of the novel coronavirus (COVID-19) pandemic there has been widening of existing socioeconomic disparities in healthcare access for those with chronic respiratory diseases, sparking interest in expanding the use of telemedicine modalities to enhance access to pulmonology specialist care, pulmonary rehabilitation, symptom monitoring, and early identification of clinical exacerbations. Furthermore, the use of telemedicine has been expanded into the intensive care setting to improve patient outcomes and offset provider demands following the increase in critically ill patients due to COVID-19. While an invaluable modality by which to broaden healthcare access and increase the efficacy of care delivery, telemedicine must be used in conjunction with face-to-face physical evaluation and appropriate clinical testing to optimize its benefit. We present here our view of the benefits and disadvantages of the use of telemedicine in the management of chronic respiratory disorders from the perspective of practicing clinicians.
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Affiliation(s)
- Stephen Simeone
- Department of Internal Medicine, University of Connecticut Health Center, Farmington, CT 06030, USA;
| | - Daniel Condit
- Department of Pulmonology and Critical Care Medicine, University of Connecticut Health Center, Farmington, CT 06030, USA
- Correspondence: (D.C.); (E.N.)
| | - Evan Nadler
- Department of Pulmonology and Critical Care Medicine, St. Francis Hospital and Medical Center, Hartford, CT 06105, USA
- Correspondence: (D.C.); (E.N.)
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24
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Nguyen HL, Tran K, Doan PLN, Nguyen T. Demand for Mobile Health in Developing Countries During COVID-19: Vietnamese's Perspectives from Different Age Groups and Health Conditions. Patient Prefer Adherence 2022; 16:265-284. [PMID: 35140459 PMCID: PMC8819166 DOI: 10.2147/ppa.s348790] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 01/15/2022] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Vietnam's economy and intellectual standards have witnessed significant development, improving conditions for residents to acquire novel mHealth applications. Additionally, the outbreak of the COVID-19 pandemic has influenced Vietnamese awareness of healthcare; however, previous studies have only been clinician-centered rather than customer-centered. METHODS This study addresses this literature gap by interviewing 50 Vietnamese participants grouped by age, namely Generation X, Generation Y, and Generation Z, and health conditions, namely whether participants or family members have chronic illness. The study utilized semi-structured and in-depth interviews to collect the data and used thematic analysis to analyze the data under the unified theory of acceptance and use of technology framework. RESULTS Most participants were willing to adopt this technology and demanded a convenient and user-friendly one-stop-shop solution, endorsements from credible and authoritative sources, and professional customer services. However, each group also had distinctive demands and behaviors. CONCLUSION This study contributes theoretically by providing context-rich demand for Vietnamese customers across three generations and healthcare conditions during the COVID-19 pandemic and comparing their behavior with pre-COVID literature. While this research provides helpful information for potential app developers, this study also suggests that mHealth developers and policymakers should pay more attention to the differences in the demand of age groups and health conditions.
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Affiliation(s)
- Hung Long Nguyen
- Department of Youth Lab for Social Innovation, MiYork Research, Ho Chi Minh City, Vietnam
- Department of Biology, Vietnam National University Ho Chi Minh City - High School for the Gifted, Ho Chi Minh City, Vietnam
| | - Khoa Tran
- Department of Youth Lab for Social Innovation, MiYork Research, Ho Chi Minh City, Vietnam
- Correspondence: Khoa Tran, Youth Lab for Social Innovation, MiYork Research, Ho Chi Minh City, Vietnam, Email
| | - Phuong Le Nam Doan
- Department of Youth Lab for Social Innovation, MiYork Research, Ho Chi Minh City, Vietnam
- Department of Biology, Vietnam National University Ho Chi Minh City - High School for the Gifted, Ho Chi Minh City, Vietnam
| | - Tuyet Nguyen
- Department of Youth Lab for Social Innovation, MiYork Research, Ho Chi Minh City, Vietnam
- Department of Business, Minerva University, San Francisco, CA, USA
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25
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Raza T, Qu L, Khokhar WA, Andrews B, Ali A, Tian M. Progress of Wearable and Flexible Electrochemical Biosensors With the Aid of Conductive Nanomaterials. Front Bioeng Biotechnol 2021; 9:761020. [PMID: 34881233 PMCID: PMC8645837 DOI: 10.3389/fbioe.2021.761020] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 10/11/2021] [Indexed: 11/17/2022] Open
Abstract
Conductive nanomaterials have recently gained a lot of interest due to their excellent physical, chemical, and electrical properties, as well as their numerous nanoscale morphologies, which enable them to be fabricated into a wide range of modern chemical and biological sensors. This study focuses mainly on current applications based on conductive nanostructured materials. They are the key elements in preparing wearable electrochemical Biosensors, including electrochemical immunosensors and DNA biosensors. Conductive nanomaterials such as carbon (Carbon Nanotubes, Graphene), metals and conductive polymers, which provide a large effective surface area, fast electron transfer rate and high electrical conductivity, are summarized in detail. Conductive polymer nanocomposites in combination with carbon and metal nanoparticles have also been addressed to increase sensor performance. In conclusion, a section on current challenges and opportunities in this growing field is forecasted at the end.
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Affiliation(s)
- Tahir Raza
- Research Center for Intelligent and Wearable Technology, College of Textiles and Clothing, State Key Laboratory of Bio-Fibers and Eco-Textiles, Intelligent Wearable Engineering Research Center of Qingdao, Qingdao University, Qingdao, China
| | - Lijun Qu
- Research Center for Intelligent and Wearable Technology, College of Textiles and Clothing, State Key Laboratory of Bio-Fibers and Eco-Textiles, Intelligent Wearable Engineering Research Center of Qingdao, Qingdao University, Qingdao, China
| | | | - Boakye Andrews
- Research Center for Intelligent and Wearable Technology, College of Textiles and Clothing, State Key Laboratory of Bio-Fibers and Eco-Textiles, Intelligent Wearable Engineering Research Center of Qingdao, Qingdao University, Qingdao, China
| | | | - Mingwei Tian
- Research Center for Intelligent and Wearable Technology, College of Textiles and Clothing, State Key Laboratory of Bio-Fibers and Eco-Textiles, Intelligent Wearable Engineering Research Center of Qingdao, Qingdao University, Qingdao, China
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Dunlap D, Ding E, Abramo K, Wang Z, Lilly CM, Hafer N, Buchholz B, McManus DD. Point-of-care testing, your cardiologist, and affairs of the heart. CARDIOVASCULAR DIGITAL HEALTH JOURNAL 2021; 2:331-335. [PMID: 35265928 PMCID: PMC8890062 DOI: 10.1016/j.cvdhj.2021.10.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
Background Point-of-care testing (POCT) has applications across medical specialties and holds promise to improve patient care. While cardiovascular medicine has been attractive for POCT applications in recent years, little is known about how cardiovascular health professionals perceive them. Objective The objective of our study was to examine differences in perceptions and attitudes towards POCTs between cardiovascular health professionals compared to other healthcare professionals. Methods We surveyed healthcare professionals to assess perceptions of POCT usage and their benefits and concerns between October 2019 and March 2020. Questions regarding POCT perceptions were assessed on a 5-point Likert scale. Results We received a total of 148 survey responses; of the responders, 52% were male, 59% were physicians, and 50% worked in a hospital setting. We found that cardiology professionals were less likely, compared to other specialties, to view POCTs as improving patient management or reducing errors. These cardiology professionals were not constrained by resources or a lack of investment opportunities to implement these technologies. Conclusion This study provides a better understanding of perceptions about POCTs among healthcare specialists. To improve patient outcomes through the adoption and usage of POCTs, greater collaboration is advised among key industry and healthcare stakeholders.
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27
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Hansen ST, Ehrari H, Kristiansen S, Olsen LS, Jensen RS, Kjær TW, Beck M. User perspectives and preferences regarding a mobile health cough application: A qualitative study during the coronavirus disease pandemic in Denmark. Digit Health 2021; 7:20552076211045590. [PMID: 34676102 PMCID: PMC8524649 DOI: 10.1177/20552076211045590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Accepted: 08/24/2021] [Indexed: 11/16/2022] Open
Abstract
Introduction Health care systems worldwide are currently facing major challenges because of the coronavirus disease pandemic. When individuals experience coronavirus disease symptoms, they often have to decide whether to seek health care services and render themselves vulnerable to infection or stay home and monitor their condition. Coronavirus disease management strategies should aim to reduce transmission, promote disease control, and facilitate self-monitoring within the population. In this regard, mobile health technologies serve as supportive tools, and acquiring knowledge about user perspectives will facilitate the development and integration of coronavirus disease-related applications. Accordingly, this study aimed to examine user perspectives on applications that monitor coronavirus disease-related physical signs and identify discrepancies between user expectations and developer design perspectives within the Danish context. Materials and methods A qualitative research design was adopted. Semi-structured telephone interviews were conducted to examine user expectations during the first wave of the coronavirus disease pandemic in April 2020. The theoretical framework, which was inspired by the concept of health literacy, was developed using a six-step thematic analytic approach. Results The analysis yielded two major themes that captured user experiences: (1) coronavirus disease-related applications may serve as digital tools that foster safety when physical signs are monitored and (2) the acceptability of coronavirus disease-related applications depends on the adoption of a personalised and user-friendly design.
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Affiliation(s)
- Stine Thestrup Hansen
- Department of Breast Surgery and Plastic Surgery, Zealand University Hospital, Denmark.,Department of Regional Health Research, University of Southern Denmark, Denmark
| | - Humira Ehrari
- Department of Neurology, Zealand University Hospital, Denmark
| | | | - Lotte Schelde Olsen
- Department of Neurology, Zealand University Hospital, Denmark.,Department of Clinical Medicine, University of Copenhagen, Denmark
| | | | - Troels Wesenberg Kjær
- Department of Neurology, Zealand University Hospital, Denmark.,Department of Clinical Medicine, University of Copenhagen, Denmark
| | - Malene Beck
- Department of Neurology, Zealand University Hospital, Denmark.,Department of Regional Health Research, University of Southern Denmark, Denmark
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28
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Saghafian S, Murphy SA. Innovative Health Care Delivery: The Scientific and Regulatory Challenges in Designing mHealth Interventions. NAM Perspect 2021; 2021:202108b. [PMID: 34611601 DOI: 10.31478/202108b] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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29
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Kalgotra P, Gupta A, Sharda R. Pandemic information support lifecycle: Evidence from the evolution of mobile apps during COVID-19. JOURNAL OF BUSINESS RESEARCH 2021; 134:540-559. [PMID: 34565948 PMCID: PMC8452369 DOI: 10.1016/j.jbusres.2021.06.002] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 05/30/2021] [Accepted: 06/01/2021] [Indexed: 05/25/2023]
Abstract
Information sharing and consumption play an important role during a pandemic in managing constrained resources and devising effective plans to minimize a pandemic's impact. The type of support extended by information also changes as a pandemic evolves. In this paper, we present a novel framework to understand the different types of information support needed during a pandemic crisis. Adapting phases from the pandemic crisis management lifecycle, we propose five different overlapping phases of our proposed Pandemic Information Support Lifecycle (PISL): awareness information support, preventive care information support, active information support, confidence-building information support and evaluation information support. To validate the proposed PISL, we examine the evolution of new mobile apps during the current COVID-19 pandemic by developing a taxonomy for mobile app-based information support. The proposed lifecycle presents future phases of information support for the ongoing COVID-19 pandemic, while identifying specific areas that need additional research and mobile-based information support development.
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Affiliation(s)
| | - Ashish Gupta
- Harbert College of Business, Auburn University, Auburn, AL, USA
| | - Ramesh Sharda
- Spears School of Business, Oklahoma State University, Stillwater, OK, USA
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30
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Cross Sectional E-Health Evaluation Study for Telemedicine and M-Health Approaches in Monitoring COVID-19 Patients with Chronic Obstructive Pulmonary Disease (COPD). INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18168513. [PMID: 34444261 PMCID: PMC8392397 DOI: 10.3390/ijerph18168513] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 07/10/2021] [Accepted: 07/14/2021] [Indexed: 11/16/2022]
Abstract
Monitoring COVID-19 patients with COPD has become one of the major tasks in preventing transmission and delivering emergency healthcare services after vaccination in case of any issues. Most COVID-19-affected patients are suggested to self-quarantine at home or in institutionalized quarantine centers. In such cases, it is essential to provide remote healthcare services. For remote healthcare monitoring, two approaches are being considered in this study, which include mHealth and Telehealth. A mixed-methods approach is adopted, where survey questionnaires are used for collecting information from 108 patients and semi-structured interviews are used with seven physicians regarding mHealth and Telehealth approaches. Survey results indicated that mHealth is rated to be slightly more effective than Telehealth, and interview results indicated that Telehealth is identified to be slightly more effective than mHealth in relation to parameters including usefulness, ease of use and learnability, interface and interaction quality, reliability, and satisfaction. However, both physicians and patients opined that both mHealth and Telehealth have a promising future with increasing adoption. Based on the findings, it can be concluded that both mHealth and Telehealth are considered to be effective in delivering remote care for COPD patients infected with COVID-19 at home. Implications of the study findings are discussed.
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31
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Gelinas L, Morrell W, White SA, Bierer BE. Navigating the ethics of remote research data collection. Clin Trials 2021; 18:606-614. [PMID: 34231414 DOI: 10.1177/17407745211027245] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
COVID-19 has accelerated broad trends already in place toward remote research data collection and monitoring. This move implicates novel ethical and regulatory challenges which have not yet received due attention. Existing work is preliminary and does not seek to identify or grapple with the issues in a rigorous and sophisticated way. Here, we provide a framework for identifying and addressing challenges that we believe can help the research community realize the benefits of remote technologies while preserving ethical ideals and public trust. We organize issues into several distinct categories and provide points to consider in a table that can help facilitate ethical design and review of research studies using remote health instruments.
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Affiliation(s)
- Luke Gelinas
- Advarra IRB, Columbia, MD, USA.,Multi-Regional Clinical Trials Center of Brigham and Women's Hospital and Harvard, Cambridge, MA, USA
| | - Walker Morrell
- Multi-Regional Clinical Trials Center of Brigham and Women's Hospital and Harvard, Cambridge, MA, USA
| | - Sarah A White
- Multi-Regional Clinical Trials Center of Brigham and Women's Hospital and Harvard, Cambridge, MA, USA
| | - Barbara E Bierer
- Multi-Regional Clinical Trials Center of Brigham and Women's Hospital and Harvard, Cambridge, MA, USA.,Brigham & Women's Hospital, Harvard Medical School, Boston, MA, USA
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32
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Indraratna P, Biswas U, Yu J, Schreier G, Ooi SY, Lovell NH, Redmond SJ. Trials and Tribulations: mHealth Clinical Trials in the COVID-19 Pandemic. Yearb Med Inform 2021; 30:272-279. [PMID: 33882601 PMCID: PMC8416217 DOI: 10.1055/s-0041-1726487] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
INTRODUCTION Mobile phone-based interventions in cardiovascular disease are growing in popularity. A randomised control trial (RCT) for a novel smartphone app-based model of care, named TeleClinical Care - Cardiac (TCC-Cardiac), commenced in February 2019, targeted at patients being discharged after care for an acute coronary syndrome or episode of decompensated heart failure. The app was paired to a digital sphygmomanometer, weighing scale and a wearable fitness band, all loaned to the patient, and allowed clinicians to respond to abnormal readings. The onset of the COVID-19 pandemic necessitated several modifications to the trial in order to protect participants from potential exposure to infection. The use of TCC-Cardiac during the pandemic inspired the development of a similar model of care (TCC-COVID), targeted at patients being managed at home with a diagnosis of COVID-19. METHODS Recruitment for the TCC-Cardiac trial was terminated shortly after the World Health Organization announced COVID-19 as a global pandemic. Telephone follow-up was commenced, in order to protect patients from unnecessary exposure to hospital staff and patients. Equipment was returned or collected by a 'no-contact' method. The TCC-COVID app and model of care had similar functionality to the original TCC-Cardiac app. Participants were enrolled exclusively by remote methods. Oxygen saturation and pulse rate were measured by a pulse oximeter, and symptomatology measured by questionnaire. Measurement results were manually entered into the app and transmitted to an online server for medical staff to review. RESULTS A total of 164 patients were involved in the TCC-Cardiac trial, with 102 patients involved after the onset of the pandemic. There were no hospitalisations due to COVID-19 in this cohort. The study was successfully completed, with only three participants lost to follow-up. During the pandemic, 5 of 49 (10%) of patients in the intervention arm were readmitted compared to 12 of 53 (23%) in the control arm. Also, in this period, 28 of 29 (97%) of all clinically significant alerts received by the monitoring team were managed successfully in the outpatient setting, avoiding hospitalisation. Patients found the user experience largely positive, with the average rating for the app being 4.56 out of 5. 26 patients have currently been enrolled for TCC-COVID. Recruitment is ongoing. All patients have been safely and effectively monitored, with no major adverse clinical events or technical malfunctions. Patient satisfaction has been high. CONCLUSION The TCC-Cardiac RCT was successfully completed despite the challenges posed by COVID-19. Use of the app had an added benefit during the pandemic as participants could be monitored safely from home. The model of care inspired the development of an app with similar functionality designed for use with patients diagnosed with COVID-19.
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Affiliation(s)
- Praveen Indraratna
- Department of Cardiology, Prince of Wales Hospital, Sydney, Australia.,Prince of Wales Clinical School, The University of New South Wales, Sydney, Australia
| | - Uzzal Biswas
- Graduate School of Biomedical Engineering, The University of New South Wales, Sydney, Australia
| | - Jennifer Yu
- Department of Cardiology, Prince of Wales Hospital, Sydney, Australia.,Prince of Wales Clinical School, The University of New South Wales, Sydney, Australia
| | - Guenter Schreier
- AIT Austrian Institute of Technology, Center for Health and Bioresources, Graz, Austria
| | - Sze-Yuan Ooi
- Department of Cardiology, Prince of Wales Hospital, Sydney, Australia.,Prince of Wales Clinical School, The University of New South Wales, Sydney, Australia
| | - Nigel H Lovell
- Graduate School of Biomedical Engineering, The University of New South Wales, Sydney, Australia
| | - Stephen J Redmond
- Graduate School of Biomedical Engineering, The University of New South Wales, Sydney, Australia.,School of Electrical and Electronic Engineering, University College Dublin, Dublin, Ireland
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Ji N, Xiang T, Bonato P, Lovell NH, Ooi SY, Clifton DA, Akay M, Ding XR, Yan BP, Mok V, Fotiadis DI, Zhang YT. Recommendation to Use Wearable-Based mHealth in Closed-Loop Management of Acute Cardiovascular Disease Patients During the COVID-19 Pandemic. IEEE J Biomed Health Inform 2021; 25:903-908. [PMID: 33596179 PMCID: PMC8545171 DOI: 10.1109/jbhi.2021.3059883] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 02/10/2021] [Accepted: 02/13/2021] [Indexed: 11/08/2022]
Abstract
Because of the rapid and serious nature of acute cardiovascular disease (CVD) especially ST segment elevation myocardial infarction (STEMI), a leading cause of death worldwide, prompt diagnosis and treatment is of crucial importance to reduce both mortality and morbidity. During a pandemic such as coronavirus disease-2019 (COVID-19), it is critical to balance cardiovascular emergencies with infectious risk. In this work, we recommend using wearable device based mobile health (mHealth) as an early screening and real-time monitoring tool to address this balance and facilitate remote monitoring to tackle this unprecedented challenge. This recommendation may help to improve the efficiency and effectiveness of acute CVD patient management while reducing infection risk.
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Affiliation(s)
- Nan Ji
- Department of Biomedical EngineeringCity University of Hong KongHong Kong999077China
| | - Ting Xiang
- Department of Biomedical EngineeringCity University of Hong KongHong Kong999077China
| | - Paolo Bonato
- Department of Physical Medicine and RehabilitationHarvard Medical SchoolBostonMA02115USA
| | - Nigel H. Lovell
- Graduate School of Biomedical EngineeringUniversity of New South WalesSydneyNSW2052Australia
| | - Sze-Yuan Ooi
- Department of Cardiology, Prince of Wales Clinical School, School of MedicineUniversity of New South WalesSydneyNSW2052Australia
| | - David A. Clifton
- Department of Engineering ScienceUniversity of OxfordOxfordOX1 2JDU.K.
| | - Metin Akay
- Department of Biomedical EngineeringUniversity of HoustonHoustonTX77204USA
| | - Xiao-Rong Ding
- School of Life Science and TechnologyUniversity of Electronic Science and Technology of ChinaChengdu611731China
| | - Bryan P. Yan
- Heart & Vascular InstituteDivision of Cardiology, Department of Medicine and Therapeutics, Faculty of Medicine Chinese University of Hong KongHong Kong999077China
| | - Vincent Mok
- Lui Che Woo Institute of Innovative Medicine, Division of Neurology, Department of Medicine and Therapeutics, Prince of Wales Hospital, Faculty of MedicineThe Chinese University of Hong KongHong Kong999077China
| | - Dimitrios I. Fotiadis
- Department of Biomedical ResearchInstitute of Molecular Biology and Biotechnology FORTHIoanninaGreece
- Department of Materials Science and Engineering, Unit of Medical Technology and Intelligent Information SystemsUniversity of Ioannina45110IoanninaGreece
| | - Yuan-Ting Zhang
- Hong Kong Center for Cerebro-cardiovascular Health Engineering (COCHE) at Hong Kong Science and Technology ParkDepartment of Biomedical Engineering at City University of Hong KongHong Kong999077China
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34
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Angelucci A, Cavicchioli M, Cintorrino IA, Lauricella G, Rossi C, Strati S, Aliverti A. Smart Textiles and Sensorized Garments for Physiological Monitoring: A Review of Available Solutions and Techniques. SENSORS (BASEL, SWITZERLAND) 2021; 21:814. [PMID: 33530403 PMCID: PMC7865961 DOI: 10.3390/s21030814] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 01/20/2021] [Accepted: 01/22/2021] [Indexed: 12/11/2022]
Abstract
Several wearable devices for physiological and activity monitoring are found on the market, but most of them only allow spot measurements. However, the continuous detection of physiological parameters without any constriction in time or space would be useful in several fields such as healthcare, fitness, and work. This can be achieved with the application of textile technologies for sensorized garments, where the sensors are completely embedded in the fabric. The complete integration of sensors in the fabric leads to several manufacturing techniques that allow dealing with both the technological challenges entailed by the physiological parameters under investigation, and the basic requirements of a garment such as perspiration, washability, and comfort. This review is intended to provide a detailed description of the textile technologies in terms of materials and manufacturing processes employed in the production of sensorized fabrics. The focus is pointed at the technical challenges and the advanced solutions introduced with respect to conventional sensors for recording different physiological parameters, and some interesting textile implementations for the acquisition of biopotentials, respiratory parameters, temperature and sweat are proposed. In the last section, an overview of the main garments on the market is depicted, also exploring some relevant projects under development.
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Affiliation(s)
- Alessandra Angelucci
- Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, 20133 Milan, Italy; (M.C.); (I.A.C.); (G.L.); (C.R.); (S.S.); (A.A.)
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35
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Shapiro A, Marinsek N, Clay I, Bradshaw B, Ramirez E, Min J, Trister A, Wang Y, Althoff T, Foschini L. Characterizing COVID-19 and Influenza Illnesses in the Real World via Person-Generated Health Data. PATTERNS (NEW YORK, N.Y.) 2021; 2:100188. [PMID: 33506230 PMCID: PMC7815963 DOI: 10.1016/j.patter.2020.100188] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 11/19/2020] [Accepted: 12/10/2020] [Indexed: 12/23/2022]
Abstract
The fight against COVID-19 is hindered by similarly presenting viral infections that may confound detection and monitoring. We examined person-generated health data (PGHD), consisting of survey and commercial wearable data from individuals' everyday lives, for 230 people who reported a COVID-19 diagnosis between March 30, 2020, and April 27, 2020 (n = 41 with wearable data). Compared with self-reported diagnosed flu cases from the same time frame (n = 426, 85 with wearable data) or pre-pandemic (n = 6,270, 1,265 with wearable data), COVID-19 patients reported a distinct symptom constellation that lasted longer (median of 12 versus 9 and 7 days, respectively) and peaked later after illness onset. Wearable data showed significant changes in daily steps and prevalence of anomalous resting heart rate measurements, of similar magnitudes for both the flu and COVID-19 cohorts. Our findings highlight the need to include flu comparator arms when evaluating PGHD applications aimed to be highly specific for COVID-19.
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Affiliation(s)
| | | | - Ieuan Clay
- Evidation Health, Inc., San Mateo, CA 94401, USA
| | | | | | - Jae Min
- Evidation Health, Inc., San Mateo, CA 94401, USA
| | - Andrew Trister
- Bill and Melinda Gates Foundation, Seattle, WA 98109, USA
| | - Yuedong Wang
- Department of Statistics and Applied Probability, University of California Santa Barbara, Santa Barbara, CA 93106, USA
| | - Tim Althoff
- Allen School of Computer Science & Engineering, University of Washington, Seattle, WA 98115, USA
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36
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Min J, Sempionatto JR, Teymourian H, Wang J, Gao W. Wearable electrochemical biosensors in North America. Biosens Bioelectron 2021; 172:112750. [DOI: 10.1016/j.bios.2020.112750] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 10/18/2020] [Accepted: 10/19/2020] [Indexed: 02/08/2023]
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37
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Lukas H, Xu C, Yu Y, Gao W. Emerging Telemedicine Tools for Remote COVID-19 Diagnosis, Monitoring, and Management. ACS NANO 2020; 14:16180-16193. [PMID: 33314910 PMCID: PMC7754783 DOI: 10.1021/acsnano.0c08494] [Citation(s) in RCA: 129] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
The management of the COVID-19 pandemic has relied on cautious contact tracing, quarantine, and sterilization protocols while we await a vaccine to be made widely available. Telemedicine or mobile health (mHealth) is well-positioned during this time to reduce potential disease spread and prevent overloading of the healthcare system through at-home COVID-19 screening, diagnosis, and monitoring. With the rise of mass-fabricated electronics for wearable and portable sensors, emerging telemedicine tools have been developed to address shortcomings in COVID-19 diagnostics, monitoring, and management. In this Perspective, we summarize current implementations of mHealth sensors for COVID-19, highlight recent technological advances, and provide an overview on how these tools may be utilized to better control the COVID-19 pandemic.
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Affiliation(s)
- Heather Lukas
- Andrew and Peggy Cherng Department
of Medical Engineering, California Institute
of Technology, Pasadena, California 91125, United States
| | - Changhao Xu
- Andrew and Peggy Cherng Department
of Medical Engineering, California Institute
of Technology, Pasadena, California 91125, United States
| | - You Yu
- Andrew and Peggy Cherng Department
of Medical Engineering, California Institute
of Technology, Pasadena, California 91125, United States
| | - Wei Gao
- Andrew and Peggy Cherng Department
of Medical Engineering, California Institute
of Technology, Pasadena, California 91125, United States
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38
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Homogeneous Data Normalization and Deep Learning: A Case Study in Human Activity Classification. FUTURE INTERNET 2020. [DOI: 10.3390/fi12110194] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
One class of applications for human activity recognition methods is found in mobile devices for monitoring older adults and people with special needs. Recently, many studies were performed to create intelligent methods for the recognition of human activities. However, the different mobile devices in the market acquire the data from sensors at different frequencies. This paper focuses on implementing four data normalization techniques, i.e., MaxAbsScaler, MinMaxScaler, RobustScaler, and Z-Score. Subsequently, we evaluate the impact of the normalization algorithms with deep neural networks (DNN) for the classification of the human activities. The impact of the data normalization was counterintuitive, resulting in a degradation of performance. Namely, when using the accelerometer data, the accuracy dropped from about 79% to only 53% for the best normalization approach. Similarly, for the gyroscope data, the accuracy without normalization was about 81.5%, whereas with the best normalization, it was only 60%. It can be concluded that data normalization techniques are not helpful in classification problems with homogeneous data.
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