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Hurmuz MZM, Jansen-Kosterink SM, Mork PJ, Bach K, Hermens HJ. Factors influencing the use of an artificial intelligence-based app (selfBACK) for tailored self-management support among adults with neck and/or low back pain. Disabil Rehabil 2024:1-10. [PMID: 38853677 DOI: 10.1080/09638288.2024.2361811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 05/22/2024] [Indexed: 06/11/2024]
Abstract
PURPOSE Tailored self-management support is recommended as first-line treatment for neck and low back pain, for which mHealth applications could be promising. However, there is limited knowledge about factors influencing the engagement with such apps. The aim of this study was to assess barriers and facilitators for engaging with a self-management mHealth app among adults suffering from neck and/or low back pain. MATERIALS AND METHODS We carried out a qualitative descriptive study among adults with neck and/or low back pain. The artificial intelligence-based selfBACK app supports tailored self-management of neck and low back pain and was used for 6 weeks. After these 6 weeks, participants were interviewed by phone. RESULTS Thirty-two adults (17 males) with neck and/or low back pain participated (mean age = 54.9 (SD = 15.8)). Our results show that the mode of delivery and the novelty of the selfBACK app were perceived most often as a barrier to use the app. The action plans of the app and health-related factors were perceived most often as facilitating factors. CONCLUSIONS This study provides insight into possible strategies to improve an mHealth service. Furthermore, it shows that adults with neck and/or low back pain are willing and ready to receive blended treatment.
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Affiliation(s)
- M Z M Hurmuz
- Roessingh Research and Development, Enschede, The Netherlands
- Biomedical Signal and Systems group, University of Twente, Enschede, The Netherlands
| | - S M Jansen-Kosterink
- Roessingh Research and Development, Enschede, The Netherlands
- Biomedical Signal and Systems group, University of Twente, Enschede, The Netherlands
| | - P J Mork
- Department of Public Health and Nursing, Norwegian University of Science and Technology, Trondheim, Norway
| | - K Bach
- Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - H J Hermens
- Roessingh Research and Development, Enschede, The Netherlands
- Biomedical Signal and Systems group, University of Twente, Enschede, The Netherlands
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Neves LHG, Malaguti C, Santos MR, Cabral LA, da Silva LB, de Oliveira HH, Brugiolo ASS, José A, Holland AE, Oliveira CC. Pulmonary Telerehabilitation for People With Chronic Obstructive Pulmonary Disease in Brazil: A Mixed-Methods Feasibility Study. Int J Telerehabil 2023; 15:e6555. [PMID: 38046551 PMCID: PMC10688024 DOI: 10.5195/ijt.2023.6555] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/05/2023] Open
Abstract
This study assessed the feasibility of pulmonary telerehabilitation‧s (PTR) acceptability, implementation, practicality, and adaptation for people with Chronic Obstructive Pulmonary Disease (COPD) in Brazil. It also explored associations with clinical and socioeconomic features of Brazilians with COPD. This mixed-method study included thirty-one participants with COPD (age 62±10 years; FEV1= 72±14% predicted). Most participants (74.2%) reported good PTR session acceptability on the System Usability Scale and scores of 4.6±0.3 and 4.5±0.6 on a 1-5 Likert-type scale of implementation and practicality, respectively. Participants suggested adaptations for better comfort on the exercise bike and varying exercise modalities. PTR acceptability was associated with participants' younger age (rs=-0.57, p<0.01) and higher education (rs=0.51, p<0.01). PTR is feasible for people with COPD in Brazil regarding acceptability, implementation, practicality, and adaptation. Younger age and higher educational level are associated with greater PTR acceptability.
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Affiliation(s)
- Luis H. G. Neves
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Carla Malaguti
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Marissa R. Santos
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
- Post-Graduate Research Program on Rehabilitation Sciences, School of Physical Education, Physical Therapy, and Occupational Therapy. Department of Physical Therapy, Federal University of Minas Gerais, Belo Horizonte, Brazil
| | - Laura A. Cabral
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Laura B.D. da Silva
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Hugo H. de Oliveira
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Alessa S. S. Brugiolo
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Anderson José
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
| | - Anne E. Holland
- Department of Physiotherapy, Alfred Health, Melbourne, Victoria, Australia
- Institute for Breathing and Sleep, Heidelberg, Victoria, Australia
- Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Cristino C. Oliveira
- Post-Graduate Research Program on Rehabilitation Sciences and Physical Function Performance, Faculty of Physiotherapy, Federal University of Juiz de Fora, Governador Valadares, Minas Gerais, Brazil
- Post-Graduate Research Program on Rehabilitation Sciences, School of Physical Education, Physical Therapy, and Occupational Therapy. Department of Physical Therapy, Federal University of Minas Gerais, Belo Horizonte, Brazil
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Hurmuz MZM, Jansen-Kosterink SM, van Velsen L. How to Prevent the Drop-Out: Understanding Why Adults Participate in Summative eHealth Evaluations. JOURNAL OF HEALTHCARE INFORMATICS RESEARCH 2023; 7:125-140. [PMID: 36910916 PMCID: PMC9995638 DOI: 10.1007/s41666-023-00131-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 02/17/2023] [Accepted: 02/23/2023] [Indexed: 03/07/2023]
Abstract
The aim of this study was to investigate why adults participate in summative eHealth evaluations, and whether their reasons for participating affect their (non-)use of eHealth. A questionnaire was distributed among adults (aged ≥ 18 years) who participated in a summative eHealth evaluation. This questionnaire focused on participants' reason to enroll, their expectations, and on whether the study met their expectations. Answers to open-ended questions were coded by two researchers independently. With the generalized estimating equations method we tested whether there is a difference between the type of reasons in use of the eHealth service. One hundred and thirty-one adults participated (64.9% female; mean age 62.5 years (SD = 10.5)). Their reasons for participating were mainly health-related (e.g., being more active). Between two types of motivations there was a difference in the use of the eHealth service: Participants with an intellectual motivation were more likely to drop out, compared to participants with an altruistic motivation. The most prevalent expectations when joining a summative eHealth evaluation were health-related (like expecting to improve one's health). 38.6% of the participants said their expectation was fulfilled by the study. In conclusion, We encourage eHealth evaluators to learn about adults' motivation to participate in their summative evaluation, as this motivation is very likely to affect their results. Including altruistically motivated participants biases the results by their tendency to continue participating in a study.
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Affiliation(s)
- Marian Z M Hurmuz
- Roessingh Research and Development, Roessinghsbleekweg 33B, 7522 AH Enschede, The Netherlands.,Biomedical Signal and Systems Group, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
| | - Stephanie M Jansen-Kosterink
- Roessingh Research and Development, Roessinghsbleekweg 33B, 7522 AH Enschede, The Netherlands.,Biomedical Signal and Systems Group, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
| | - Lex van Velsen
- Roessingh Research and Development, Roessinghsbleekweg 33B, 7522 AH Enschede, The Netherlands.,Biomedical Signal and Systems Group, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
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Li J, Huang W. Emerging technologies for supporting person-centred integrated home health care. Health Informatics J 2022; 28:14604582221112598. [PMID: 35790117 DOI: 10.1177/14604582221112598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Jane Li
- Australian e-Health Research Centre, 2221Commonwealth Scientific and Industrial Research Organisation (CSIRO), Marsfield, Australia
| | - Weidong Huang
- TD School, 1994University of Technology Sydney, Haymarket, Australia
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Michaelchuk W, Oliveira A, Marzolini S, Nonoyama M, Maybank A, Goldstein R, Brooks D. Design and delivery of home-based telehealth pulmonary rehabilitation programs in COPD: A systematic review and meta-analysis. Int J Med Inform 2022; 162:104754. [PMID: 35395474 DOI: 10.1016/j.ijmedinf.2022.104754] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 02/24/2022] [Accepted: 03/27/2022] [Indexed: 12/11/2022]
Abstract
RATIONALE Home-based telehealth pulmonary rehabilitation (HTPR) for chronic obstructive pulmonary disease (COPD) is increasingly common partly due to the COVID-19 pandemic. However, optimal HTPR programming has not been described. This review provides a comprehensive overview of the design, delivery, and effects of HTPR for people with COPD. METHODS Relevant databases were searched to July 2021 for studies on adults with COPD utilizing information or communication technology to monitor or deliver HTPR. A meta-analysis was performed on a subset of randomized controlled trials. RESULTS Of 3124 records retrieved, 38 studies evaluating 1993 individuals with stable COPD (age 54-75 and FEV1 31-92% predicted) were included. Program components included exercise and education (n = 17) or exercise alone (n = 15) with in-clinic baseline assessments commonly conducted (n = 26). Few trials (n = 7) featured synchronous virtual exercise supervision. Aerobic exercise commonly involved walking (n = 14) and cycling (n = 11) and most programs included resistance training (n = 25). Exercise progressions and emergency action plans were inconsistently reported. Meta-analysis demonstrated HTPR was comparable to outpatient PR and had a greater effect than usual care for the modified Medical Research Council dyspnea scale (mean difference [95 %CI]: -0.49 [-0.77, -0.22], p < 0.01) and COPD Assessment Test score (-4.90 [-7.13, -2.67], p < 0.01). Neither HTPR nor outpatient PR impacted sedentary time or step count. Only 6% of studies reported race and no studies reported participant ethnicity. CONCLUSION This review revealed the heterogeneity of HTPR program designs in COPD. HTPR programs had similar effects to outpatient PR programs and greater effects than usual care for people with COPD.
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Affiliation(s)
- Wade Michaelchuk
- Rehabilitation Sciences Institute, Temerty Faculty of Medicine, University of Toronto, Canada; Westpark Healthcare Centre, Respiratory Medicine, Toronto, Canada
| | - Ana Oliveira
- Westpark Healthcare Centre, Respiratory Medicine, Toronto, Canada; School of Rehabilitation Science, McMaster University, Hamilton, Canada; Lab3R - Respiratory Research and Rehabilitation Laboratory, School of Health Sciences, University of Aveiro (ESSUA), Aveiro, Portugal; IBiMED - Institute of Biomedicine, University of Aveiro, Aveiro, Portugal
| | - Susan Marzolini
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Canada; KITE Toronto Rehabilitation Institute, University Health Network, Toronto, Canada
| | - Mika Nonoyama
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Canada; Faculty of Health Sciences, Ontario Tech University, Canada
| | - Aline Maybank
- Westpark Healthcare Centre, Respiratory Medicine, Toronto, Canada; Medical Sciences, Dalhousie University, Halifax, Canada
| | - Roger Goldstein
- Department of Physical Therapy, Temerty Faculty of Medicine, University of Toronto, Canada; Westpark Healthcare Centre, Respiratory Medicine, Toronto, Canada; Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Canada
| | - Dina Brooks
- Westpark Healthcare Centre, Respiratory Medicine, Toronto, Canada; School of Rehabilitation Science, McMaster University, Hamilton, Canada; Department of Medicine, Temerty Faculty of Medicine, University of Toronto, Canada.
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Sönnerfors P, Skavberg Roaldsen K, Ståhle A, Wadell K, Halvarsson A. Access to, use, knowledge, and preferences for information technology and technical equipment among people with chronic obstructive pulmonary disease (COPD) in Sweden. A cross-sectional survey study. BMC Med Inform Decis Mak 2021; 21:185. [PMID: 34112150 PMCID: PMC8191435 DOI: 10.1186/s12911-021-01544-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Accepted: 05/27/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The use of information technology can make pulmonary rehabilitation interventions in people with chronic obstructive pulmonary disease (COPD) more flexible and thereby has the potential to reach a larger proportion of the population. However, the success of using information technology in pulmonary rehabilitation is dependent on the end-user's competence in information technology and access to the Internet. The aim was to describe the access to, and the use, knowledge, and preferences of information technology and technical equipment among people with COPD. METHODS Telephone interviews were conducted using a standardised questionnaire on information technology and technical devises addressing the household, access to and usage of the Internet, contact with authorities, e-commerce, security, the workplace, digital competence, and disabilities. Questions were also posed regarding participants' views on a future eHealth tool for COPD, appropriate content, and the potential likelihood for them to use an eHealth tool for exercise training. RESULTS In total 137 persons agreed to participate, 17 dropped out resulting in 120 included participants (response rate 88%). The participants (86 women) were aged 51 to 92 years (mean: 72.5), and all severity grades of COPD according to GOLD A-D were represented. Over 90% had access to the Internet. Smartphones were used by 81%, and over 90% used apps. Participants had high knowledge of how to use the Internet, 91% had used the Internet during the last 3 months, 85% almost every day. The most common requests for a future eHealth tool for COPD were evidence-based and trustworthy information on COPD, (including medication, exercise training, inhalation and breathing techniques), communication (chat) with others and with health carers. Access to individually adjusted exercise training, and support, (motivation via prompts, chat rooms, digital information board) was also desired. CONCLUSIONS The present study showed that people with COPD in Sweden have high access and ability to use the Internet and information technology. They are frequent users and most of them take part in the digital society, even to a higher extent than the general population. The results show that the use of an eHealth tool could be a suitable strategy for people with COPD.
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Affiliation(s)
- Pernilla Sönnerfors
- Department of Neurobiology, Caring Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden. .,Women's Health and Allied Health Professionals Theme, Medical Unit Occupational Therapy and Physiotherapy, Karolinska University Hospital, Stockholm, Sweden.
| | - Kirsti Skavberg Roaldsen
- Department of Neurobiology, Caring Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden.,Faculty of Health Sciences, UiT The Arctic University of Norway, Tromsø, Norway.,Department of Research, Sunnaas Rehabilitation Hospital, Nesodden, Norway
| | - Agneta Ståhle
- Department of Neurobiology, Caring Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden
| | - Karin Wadell
- Department of Community Medicine and Rehabilitation, Physiotherapy, Umeå University, Umeå, Sweden
| | - Alexandra Halvarsson
- Department of Neurobiology, Caring Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden.,Women's Health and Allied Health Professionals Theme, Medical Unit Occupational Therapy and Physiotherapy, Karolinska University Hospital, Stockholm, Sweden
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