25

Views

Rehabilitation registration systems: Current recommendations and challenges

Seyyedeh Fatemeh Mousavi Baigi1, 2; Masoumeh Sarbaz1; Davood Sobhani-Rad3; Atefeh Sadat Mousavi1; Khalil Kimiafar1*

1. Department of Health Information Technology, School of Paramedical Sciences, Mashhad University of Medical Sciences, Mashhad, Iran, 2. Student Research Committee, Mashhad University of Medical Sciences, Mashhad, Iran, 3. Department of Speech Pathology, School of Paramedical Sciences, Mashhad University of Medical Sciences, Mashhad, Iran

Correspondence: *. Corresponding author: Khalil Kimiafar , Department of Health Information Technology, School of Paramedical Sciences, Mashhad University of Medical Sciences, Mashhad, Iran


Abstract

Introduction: In recent decades, following the upward trend of aging, one out of three people in the world need rehabilitation services during the period of illness or injury. Considering the long-term complications and high costs of treatment, the need to follow up and review the evidence to find the best care programs and extensive planning in this field seems mandatory. Registry systems in this area can provide the necessary evidence for strategic decisions in this field. Therefore, the purpose of this comprehensive literature review is to examine the challenges and benefits of developing a rehabilitation registration system.

Material and Methods: A systematic review, in studies published in English, without time limit and by searching for keywords in the keywords, title and abstract of reliable scientific databases Web of Science, Scopus, PubMed and Science Direct, as well as searching the title of studies in the database Cochrane data was accessed on March 31, 2021. Studies that were a possible answer to the researched question based on the title and content were examined.

Results: One of the most important challenges investigated was the limitation of rehabilitation comprehensive registration systems. Other challenges include the lack of support for ensuring the quality of registration data, insufficient funds for investment, privacy and data security, the unclear purpose of registration system development, access to hardware infrastructure, lack of binding laws and regulations related to registration systems, lack of access to sufficient information. To implement information registration systems, continuous monitoring and holding training courses.

Conclusion: The most important challenge investigated was that currently the health care and rehabilitation registration systems around the world are focused on single diseases (single discipline rehabilitation), which does not meet the needs of patients due to the multifactorial nature of rehabilitation services and chronic diseases. Therefore, it seems that the connection between the data registration systems with the help of a comprehensive guideline or model or the creation of a national integrated central database in the form of integration with other health information systems and based on electronic health records will be very efficient.

FHD. 2022 ; 11(1): 124
doi: 10.30699/fhi.v11i1.388

Keywords: Key Words Rehabilitation Registration System, Minimum Data Set, Rehabilitation, Information System, Registry.

INTRODUCTION

Following the upward trend of aging and the increase of chronic diseases, the need for rehabilitation services recently has increased throughout the countries of the world, especially in low- and middle-income countries [1, 2]. Statistics in studies show that 2.41 billion people in the world need rehabilitation services. This means that one out of every three people in the world needs rehabilitation services during the period of illness or injury, and this statistic rejects the theory of the need for rehabilitation services for a few people [1]. Also, with the emergence of the Covid-19 pandemic, the need for rehabilitation services in patients after the acute stage of the disease has also increased globally [1, 3]. Rehabilitation is a series of interventions designed to enable a person with a disorder, optimize performance, reduce disability and reach a suitable mental, physical, social and functional level [4].

Considering the long-term complications and high costs of treatment, the need to follow up and continue the patient's care flow, the evidence review shows the need for extensive planning to find the best care programs and disease control; this importance can only be fulfilled with the help of registration systems [5, 6]. The registration system is an organized system for collecting, storing, retrieving, and analyzing for accurate description of the health care process, assessment, diagnosis, and documentation. It helps administrators and policy makers to determine the status, identify priorities, and manage data resources. In addition, the creation and development of registration systems helps to accurately identify the prevalence, incidence, disease burden, as well as understanding specific health conditions and evaluating the effectiveness of interventions [6].

Review studies help to summarize and analyze the results of existing studies and are a useful tool for clinical decisions and planning. Especially in newer research where the quality and scope of studies are very variable. It also helps to identify the evidence in which there is currently no research [7]. Although the registration systems in different fields of rehabilitation are progressing separately [8-10].

But the lack of a review study on rehabilitation registration systems as a comprehensive and comprehensive approach prevents developers and health policy makers from creating a general view of these systems. In 2016, Ajami et al conducted a narrative review with the aim of explaining the role of information systems in the management of cerebral palsy rehabilitation and identifying the advantages and obstacles of developing a cerebral palsy registry system; but this study was only one of the advantages and challenges related to cerebral palsy information recording systems [5]. Therefore, the purpose of this review study is to examine the challenges and benefits of developing a rehabilitation registration system.

MATERIAL AND METHODS

The list of keywords was selected from MeSH medical subject headings and was used to verify the quality of search keywords using Boolean operators (And/Or) to create search strings. The list of searched keywords is in the following two categories:

1. Registry, registration, "Hospital information system", "Minimum data set", "Information system", "Rehabilitation information system", "Electronic health record"

2. Rehabilitation

To search for studies published in English and open access by searching for a combination of keywords in the keyword, title and abstract of reliable scientific databases Web of Science, Scopus, PubMed, Science Direct, as well as searching the title of studies in the Cochrane database without time limit in 31 Explored March 2021. The studies that stated the challenges and recommendations for expanding the rehabilitation information registration system were included in this review.

Studies in English focusing on the two main words of the registration and rehabilitation system, including articles published in reputable scientific journals, without time limit, access to the full text of articles and studies that have a possible answer to the researched question based on the title and content, as entry criteria were considered. We did not put any filter in the type of input studies in order not to lose any evidence of different studies. On the other hand, abstracts without full text, failure to answer the research questions based on the content of the studies, repeated studies and studies that do not have any scientific evidence, theoretical, those who do not provide laboratory or statistical data were considered as exclusion criteria.

Our study was based on a systematic review to examine the evidence to answer the research question.

1. Is there an integrated registry system with health systems?

2. What are the challenges and recommendations for the development of rehabilitation registration system integrated with health systems?

3. What is the most important challenge of rehabilitation registration systems?

RESULTS

According to Fig 1, a total of 1924 related original articles were first retrieved through databases. After removing duplicate articles (527), 1397 studies were left to review the abstract titles of the articles. Then, 100 studies remained for full text review, which were independently screened based on eligibility criteria; finally, after reviewing the full text of the articles, 32 original articles were included in this review (Fig 1).

Rehabilitation registry systems by collecting high-quality prospective data can provide insight into the state of prevalence, incidence, disease trends, and priorities of stakeholders and health policy makers [1]. However, there are challenges and recommendations to improve the rapid development of rehabilitation systems. In this study, we present a list of the main challenges and recommendations for the development of rehabilitation registration systems (Table 1).


[Figure ID: F1] Fig 1. Diagram of the study search and selection process

Integration of rehabilitation registration systems with health systems

The provision of health care and rehabilitation worldwide is focused on individual diseases, currently [2, 3]. This is despite the fact that rehabilitation services are often multifactorial [4]. Because of that, a person needs a wider range of specializations. This issue challenges the management of patient care, especially in cases where the disease is chronic, complex, or severe. And single-disciplinary care does not meet the needs of patients. Therefore, it seems that a multidisciplinary approach can be appropriate to optimize rehabilitation services [5-8]. This can improve patients' quality of life and reduce disability [9, 10]. Therefore, it is recommended to create a communication bridge for the coordination and participation of health care professionals. One of the best communication tools and targeted patient data collection is data registration systems [1].

Table 1. Challenges and recommendations for expanding the rehabilitation registration system
Ref Recommendation Ref Challenges
[4-6, 8, 11-26] Integration of rehabilitation registration systems with health systems [4-6, 8, 11-26] One-dimensional/independent rehabilitation systems
[3, 27, 28] Using the International Classification of Functioning, Disability and Health (ICF) [22, 27, 29] Lack of input data quality
[5] Checking the effectiveness and calculating the financial indicators [4, 5, 21, 26, 30] Lack of special budget allocation for the development of rehabilitation interventions, programs and facilities
[8, 31] Development and use of clear security protocol [8, 31] Concerned about sharing information
[31] Develop objectives before creating the system [8, 21, 31] Lack of a clear goal
[22] Sufficient investment is required to develop facilities and infrastructure [32-34] Lack of access to hardware infrastructure
[32] Determining the standard framework and detailing the exact data elements [5] Absence of binding laws and regulations related to registration systems
[32, 33] Conduct further studies [33] Lack of access to sufficient information to implement information registration systems
[22] Continuous evaluation and monitoring [32, 33] Lack of continuous monitoring
[33, 34] Holding training courses to increase computer knowledge for employees [32, 34] Lack of training courses

In different fields of rehabilitation, several sources were used to record data; however, hospitals act as the most important information sources and the most accessible data generators [11-14]. Currently, in all the studied studies, rehabilitation registration systems are not included in the electronic health record. And this caused the production and collection of data in parallel. Improper dispersion, duplicative data recording, and lack of a unified registration system for standard data collection, in addition to imposing higher costs, have adverse effects on data exchange, comparison, and management [14-16].

However, by linking the database of the registration system to other external databases, it can answer important questions in the field of medicine, and this shows the high potential of the integrated database [13, 15, 17, 18]. But linking data to create a unified database is very difficult and practically cannot be done on a large scale or continuously. But it is also possible to combine small registry databases by manual review [13].

Therefore, it seems that the connection between the data registration systems with the help of a comprehensive guideline or model or the creation of a national integrated central database in the form of integration with other health systems and based on electronic health records is very efficient [14, 17, 19]. Since the cost of research in the development of a medical intervention is estimated at 802 million dollars. One of the major benefits of creating and developing integrated systems is reducing costs and accelerating the medical research process [20]. In addition to this, the integration of rehabilitation registration systems with other health systems improves treatment follow-up, comprehensive review of treatment interactions, ensuring the quality of health care, as well as coordinating and facilitating communication between individual treatment measures in clinics, rehabilitation organizations, hospitals and other health systems. The development of an integrated rehabilitation data registration system is a basic tool for health and treatment policy makers to make appropriate and timely decisions, identify priorities, evaluate effectiveness and manage costs [1, 14, 16].

Input data quality

In addition to all the mentioned benefits, clinical registration systems are an important tool for monitoring the quality of health care services and, as a result, improve clinical results; that this importance cannot be achieved unless data quality is guaranteed; Therefore, the need for a continuous and interactive quality assurance process is very important [14, 21].

Using criteria such as accuracy in recording correct data, completeness and consistency of data can help the quality of data [14]. In many studies, the International Classification of Functioning, Disability and Health (ICF) developed by the World Health Organization is considered the most appropriate coding system in rehabilitation [21, 22].

But it was also said in some studies that ICF does not include many collaborative measures. So, they recommended the need for consensus on preferred tools [23]. In addition, among the barriers to the quality of registration data including unforeseen practice changes, ambiguity in the variables in the registration systems, poor performance in data linking and patient follow-up, lack of support and clarification of the purpose of the registration system, and lack of knowledge of the users of the registration system can be mentioned [14, 24].

The most important facilitator is the development of a comprehensive international framework that includes all the factors required for data collection. Other facilitators include continuous adjustment of performance and content of registration systems according to established guidelines [21], user-friendly design of the system, and continuous training of users [14, 24].

Investment

One of the basic challenges in the development of rehabilitation services is the issue of budget and investment; because in many parts of the world, special funds are not allocated for the development of rehabilitation interventions, programs and facilities; and its resources are provided from other areas of health [5]. Although creating, developing and maintaining a reliable registration system is very expensive [13].

But due to the nature of chronic diseases and often rehabilitation services that are multifactorial, and require simultaneous information from several providers. The need for integrated information access is felt. This requires an urgent need for sufficient investment in related facilities and programs [5, 16]. On the other hand, by creating an integrated registration system, many of the costs of collecting duplicate data, reducing the labor involved, reducing the cost of medical research, and most importantly improving the clinical results of the society can be a good justification for investing in it and promising to support it [20, 25]. But also, in order to invest and plan before acting, the need to study the level of effectiveness, the calculation of financial indicators is an inevitable necessity [16].

Privacy

One of the barriers to people's participation in registration systems includes privacy concerns [18, 26]. People are worried about sharing some of their information. Therefore, it causes non-cooperation in data collection. In general, people do not have a problem with sharing their medical and health information, and they are happy when they understand that this information contributes to the advancement of medical knowledge. But they felt worried about issues such as their personal information [18, 26]. Therefore, it is necessary to have a clear security protocol about access and information sharing [26].

Goal setting

In designing a registration system, it is very important to define the purpose of its creation before development. If enough thinking is done about collecting the required data, the usefulness of the data will increase [18]. The cost of setting up registration systems is very expensive [13]. Therefore, its value and purpose should be carefully examined. Also, if the purpose of data collection is clearly defined for people, their motivation to participate will increase [26].

Other challenges and recommendations

Other challenges include lack of access to hardware infrastructure [27-29], lack of binding laws and regulations related to registration systems [16], lack of access to sufficient information to implement information registration systems [28], lack of continuous monitoring and lack of holding courses. It is educational [27, 29]; The recommendations to solve it include continuous evaluation and monitoring, which itself improves the quality of services and as a result improves the attitude of managers and as a result sufficient investment in the development of the necessary facilities and infrastructure [14]. Determining the standard framework and explaining detailed data elements [27] and holding training courses to increase computer knowledge for employees [28, 29].

DISCUSSION

The purpose of this comprehensive literature review was to examine the challenges and benefits of developing a rehabilitation registration system. A total of 32 eligible studies were included in this review. The most important challenge investigated in rehabilitation registration systems is the large variety in unilateral registration systems [16], which due to the multifactorial nature of rehabilitation services and chronic diseases does not meet the needs of patients [5-8].

Therefore, creating a national registration system integrated with other health systems based on electronic health records as a basic tool in improving the follow-up of multifaceted patient treatment, facilitating communication between health care providers, and as a result, reducing disability and increasing the quality of life of patients. Other challenges include the lack of a comprehensive international framework to guarantee the quality of collected data [16], lack of specific budget allocation for the development of rehabilitation services and facilities [5], privacy and data security data [18, 26], lack of explanation and clarification of the development goal of the rehabilitation registration system [18].

Recommendations in order to solve the mentioned challenges include the development of a comprehensive and integrated rehabilitation registration system with other health systems [14, 17, 19], the development of an international comprehensive framework to ensure the quality of the collected data [21], conducting studies in the field of effectiveness and justifying cost-effectiveness of the rehabilitation registration systems [16], explaining the clear security protocol about information access and sharing and determining the purpose of data collection [18].

No evidence of the establishment of a comprehensive and integrated rehabilitation registration system was found with other health systems. Although in some studies sharing information or merging data from different registration systems in order to find answers to the research question, this practice is considered possible [13, 15, 17, 18]. But also due to the loss of many data, time, cost and failure to do work on a larger scale, many studies recommended the creation of an integrated registration system at the beginning or the creation of a comprehensive international registration standards framework [13, 16].

Furthermore, no systematic review studies were found on the development of comprehensive rehabilitation registration systems; However, in line with the results of the study, Ajami et al. [5] conducted a narrative review in 2016 with the aim of explaining the role of information systems in the management of cerebral palsy rehabilitation and identifying the advantages and obstacles of developing a cerebral palsy registry system.

The results of this study showed that the cerebral palsy information system has many advantages, one of its biggest challenges, including for children with physical and motor disabilities in the rehabilitation center, is the lack of access to an integrated system that reflects all the information and health records related to patient care. To solve this problem, create a standard framework of minimum data sets that recommended a common language in data exchange.

Also, Afzali et al. conducted a study aimed at reviewing the information architecture of cerebral palsy information systems in 2019.The results of this study showed that for the development and implementation of a strong information registration system, it is necessary to use the principles of information architecture when developing the system, which can greatly improve the sharing and quality of recorded data [22].

In another study, Wu et al. conducted in 2016 in NSW and in collaboration with the Australian Rehabilitation Outcomes Center aimed at linking trauma and rehabilitation registry datasets; The results of the study showed that it is possible to combine the registry of road trauma and rehabilitation; And the correlation rate of 72% can be considered acceptable; But this requires careful manual inspection, which is only possible on a small scale and practically cannot be done on a large scale or continuously; Perhaps if an integrated system of rehabilitation with other health systems is created from the beginning, this will help to solve these challenges [21].

In addition, Kuptniratsaikul et al., who in 2013 in Pennsylvania aimed to prospectively match known data to merge two trauma registry datasets and a central brain injury system, which could provide multiple opportunities for collaborative projects with interested researchers [35]. However, systems can be combined to find answers to research questions. But maybe if from the beginning, a combination database of other rehabilitation disciplines is created in an integrated manner with the patient's history, many rework, lack of data quality, data loss due to different registrations will be avoided.

In summary, the results of our systematic review showed that at the global level, the rehabilitation information registration system has not been implemented and implemented in an integrated manner with the hospital information system. The most important recommendation in this regard was WHO's call for action for 2030 to create a rehabilitation information registration system integrated with the hospital information system. Other challenges include the lack of an integrated classification information system for rehabilitation services and the lack of coordination in input data, lack of allocation of specific funds and capital to rehabilitation services, concern about information sharing, lack of clear goals, lack of access to hardware infrastructure, lack of clear rules and regulations, lack of continuous supervision and lack of holding training courses. The recommendations in this regard were to create a framework and specific rules for budget allocation, specific confidentiality rules, defining goals, planning for continuous monitoring and holding training courses for the integrated registration of rehabilitation information. Although previous studies indicate recent progress in the field of telerehabilitation [36-40]; however, a reliable infrastructure, including the rehabilitation registry system, which is the basis of such systems, has not yet been implemented. Therefore, the future work of this study is the design and implementation of the minimum data set and, in the next step is to implement the rehabilitation registration system in Iran.Strengths and limitations

This study is the first survey to identify the challenges and recommendations for expanding the registration of rehabilitation information. The results of these provide valuable insights for policy makers in this area. However, this study had potential limitations.

One of the limitations of this study was the lack of coverage of the capacity of the health and rehabilitation system and the effectiveness of the registration systems. Investment for development and macro-planning is an inevitable necessity [16]. Therefore, it is suggested that studies be conducted in the field of determining the capacity of health systems for investment and costs required for the development of a comprehensive rehabilitation registration system. In addition, the search keywords may not be sufficient and complete to get more studies, and some outstanding and related studies are not included in this review.

CONCLUSION

In this article, the challenges and recommendations of the rehabilitation registration system were discussed, which serves as a beacon for designers in the direction of developing and implementing rehabilitation registration systems. The results of the study showed that the most important challenge in rehabilitation registration systems is the large variety in unilateral registration systems, which due to the multifactorial nature of rehabilitation services and chronic diseases does not meet the needs of patients.

Therefore, it seems that the connection between the data registration systems with the help of a comprehensive guideline or model or the creation of a national integrated central database in the form of integration with other health systems and based on electronic health records is very efficient. The development of a comprehensive rehabilitation registration system is part of the future work of this study.

AUTHOR’S CONTRIBUTION

All authors contributed to the literature review, design, data collection and analysis, drafting the manuscript, read and approved the final manuscript.

CONFLICTS OF INTEREST

The authors declare no conflicts of interest regarding the publication of this study.

FINANCIAL DISCLOSURE

This study was carried out with the financial support of Mashhad University of Medical Sciences (grant number: 4001246).


ACKNOWLEDGMENTS

This study is approved by the ethics committee of Mashhad University of Medical Sciences with approval code: IR.MUMS.REC.1400.296

References
1. Cieza, A. Causey, K. Kamenov, K. Hanson, SW. Chatterji, S. Vos, T. Global estimates of the need for rehabilitation based on the Global Burden of Disease study 2019: A systematic analysis for the Global Burden of Disease Study 2019. Lancet. 2021 396(10267):2006–17.
2. Ayanian, JZ. Weissman, JS. Schneider, EC. Ginsburg, JA. Zaslavsky, AM. Unmet health needs of uninsured adults in the United States. JAMA. 2000 284(16):2061–9.
3. Pinto, M. Gimigliano, F. De, SS. Costa, M. Bianchi, A. Iolascon, G. Post-acute COVID-19 rehabilitation network proposal: From intensive to extensive and home-based IT supported services. Int J Environ Res Public Health. 2020 17(24)
4. Rehabilitation, inhs. Geneva: World Health Organization; 2017.
5. Ajami, S. Maghsoudlorad, AA. The role of information systems to manage cerebral palsy. Iran J Child Neurol. 2016 10(2):1–9.
6. Gliklich, RE. Dreyer, NA. Leavy, MB. Registries for evaluating patient outcomes: A user's guide [Internet]. 3rd ed. Agency for Healthcare Research and Quality (US)
7. Egger, M. Smith, GD. Altman, D. Systematic reviews in health care: Meta-analysis in context. John Wiley & Sons
8. Noonan, VK. Kwon, BK. Soril, L. Fehlings, MG. Hurlbert, RJ. Townson, A. Johnson, M. Dvorak, MF. The Rick Hansen Spinal Cord Injury Registry (RHSCIR): A national patient-registry. Spinal Cord. 2012 50(1):22–7.
9. Gridnev, VI. Kiselev, AR. Posnenkova, OM. Popova, YV. Dmitriev, VA. Prokhorov, MD. Objectives and design of the Russian Acute Coronary Syndrome Registry (RusACSR). Clin Cardiol. 2016 39(1):1–8.
10. Takasaki, M. Momosaki, R. Wakabayashi, H. Nishioka, S. Construction and quality evaluation of the Japanese rehabilitation nutrition database. J Nutr Sci Vitaminol (Tokyo). 2018 64(4):251–7.
11. Barnett, K. Mercer, SW. Norbury, M. Watt, G. Wyke, S. Guthrie, B. Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study. Lancet. 2012 380(9836):37–43.
12. Britt, HC. Harrison, CM. Miller, GC. Knox, SA. Prevalence and patterns of multimorbidity in Australia. Med J Aust. 2008 189(2):72–7.
13. Passchier, E. Stuiver, MM. van, dML. Kerkhof, SI. van, dBMW. Hilgers, FJ. Feasibility and impact of a dedicated multidisciplinary rehabilitation program on health-related quality of life in advanced head and neck cancer patients. Eur Arch Otorhinolaryngol. 2016 273(6):1577–87.
14. Leclerc, AF. Foidart-Dessalle, M. Tomasella, M. Coucke, P. Devos, M. Bruyère, O. Multidisciplinary rehabilitation program after breast cancer: benefits on physical function, anthropometry and quality of life. Eur J Phys Rehabil Med. 2017 53(5):633–42.
15. Khan, F. Amatya, B. Drummond, K. Galea, M. Effectiveness of integrated multidisciplinary rehabilitation in primary brain cancer survivors in an Australian community cohort: A controlled clinical trial. J Rehabil Med. 2014 46(8):754–60.
16. van, WE. Hoekstra-Weebers, J. Grol, B. Otter, R. Arendzen, HJ. Postema, K. A multidimensional cancer rehabilitation program for cancer survivors: effectiveness on health-related quality of life. J Psychosom Res. 2005 58(6):485–96.
17. Ng, L. Khan, F. Mathers, S. Multidisciplinary care for adults with amyotrophic lateral sclerosis or motor neuron disease. Cochrane Database Syst Rev. 2009
18. Kamper, SJ. Apeldoorn, AT. Chiarotto, A. Smeets, RJ. Ostelo, RW. Guzman, J. Multidisciplinary biopsychosocial rehabilitation for chronic low back pain: Cochrane systematic review and meta-analysis. BMJ. 2015
19. Antypas, K. Wangberg, SC. E-Rehabilitation– an Internet and mobile phone based tailored intervention to enhance self-management of cardiovascular disease: Study protocol for a randomized controlled trial. BMC Cardiovasc Disord. 2012 :12: 50. PMID: 22776554 DOI: 10.1186/1471.
20. Barker, K. Holland, AE. Lee, AL. Haines, T. Ritchie, K. Boote, C. Multimorbidity rehabilitation versus disease-specific rehabilitation in people with chronic diseases: a pilot randomized controlled trial. Pilot Feasibility Stud. 2018 :4: 181. PMID: 30519483 DOI: 10.1186/s40814.
21. Wu, J. Faux, SG. Harris, I. Poulos, CJ. Alexander, T. Record linkage is feasible with non‐identifiable trauma and rehabilitation datasets. Aust N Z J Public Health. 2016 40(3):245–9.
22. Afzali, M. Etemad, K. Kazemi, A. Rabiei, R. Cerebral palsy information system with an approach to information architecture: A systematic review. BMJ Health Care Inform. 2019 26(1):e100055. PMID: 31892529 DOI: 10.1136/bmjhci.
23. Nachtegaal, J. van, LSA. Slootman, H. Post, M. Dutch-Flemish, SCS. Implementation of a standardized dataset for collecting information on patients with spinal cord injury. Top Spinal Cord Inj Rehabil. 2018 24(2):133–40.
24. Kumar, RG. Wang, ZS. Kesinger, MR. Newman, M. Huynh, TT. Niemeier, JP. Probabilistic matching of deidentified data from a trauma registry and a traumatic brain injury model system center: A follow-up validation study. Am J Phys Med Rehabil. 2018 97(4):236–41.
25. Jette, N. Johnston, M. Pringsheim, T. Korngut, L. The case for neurological registry best practice guidelines in Canada. Can J Neurol Sci. 2013 40(4 Suppl 2):S1–3.
26. DiMasi, JA. Hansen, RW. Grabowski, HG. The price of innovation: new estimates of drug development costs. J Health Econ. 2003 22(2):151–85.
27. Benzer, W. Rauch, B. Schmid, JP. Zwisler, AD. Dendale, P. Davos, CH. Exercise-based cardiac rehabilitation in twelve European countries results of the European cardiac rehabilitation registry. Int J Cardiol. 2017 :228: 58–67.
28. Domensino, AF. Winkens, I. van, HJ. van, BC. Heugten, C. Defining the content of a minimal dataset for acquired brain injury using a Delphi procedure. Health Qual Life Outcomes. 2020 18(1):30. PMID: 32066447 DOI: 10.1186/s12955.
29. Egholm, CL. Helmark, C. Doherty, P. Nilsen, P. Zwisler, AD. Bunkenborg, G. “Struggling with practices”– A qualitative study of factors influencing the implementation of clinical quality registries for cardiac rehabilitation in England and Denmark. BMC Health Serv Res. 2019 19(1):102. PMID: 30728028 DOI: 10.1186/s12913.
30. Ali, M. Bath, P. Brady, M. Davis, S. Diener, HC. Donnan, G. Development, expansion, and use of a stroke clinical trials resource for novel exploratory analyses. Int J Stroke. 2012 7(2):133–8.
31. Korngut, L. MacKean, G. Casselman, L. Johnston, M. Day, L. Lam, D. Perspectives on neurological patient registries: A literature review and focus group study. BMC Med Res Methodol. 2013 :13: 135. PMID: 24209392 DOI: 10.1186/1471.
32. Braa, J. Hanseth, O. Heywood, A. Mohammed, W. Shaw, V. Developing health information systems in developing countries: The flexible standards strategy. MIS Quarterly. 2007 31(2):381–402.
33. Ajami, S. Ahmadi, G. Saghaeiannejad-Isfahani, S. Etemadifar, M. A comparative study on iMed© and European database for multiple sclerosis to propose a common language of multiple sclerosis data elements. J Educ Health Promot. 2014 :3: 107. PMID: 25540780 DOI: 10.4103/2277–9531.
34. Ajami, S. Bagheri-Tadi, T. Barriers for adopting electronic health records (EHRs) by physicians. Acta Inform Med. 2013 21(2):129–34.
35. Kuptniratsaikul, V. Kovindha, A. Suethanapornkul, S. Manimmanakorn, N. Archongka, Y. Long-term morbidities in stroke survivors: A prospective multicenter study of Thai stroke rehabilitation registry. BMC Geriatr. 2013 :13: 33. PMID: 23586971 DOI: 10.1186/1471.
36. Baigi, SF. Sarbaz, M. Ghaddaripouri, K. Noori, N. Kimiafar, K. The effect of tele-rehabilitation on improving physical activity in patients with chronic obstructive pulmonary disease: A systematic review of randomized controlled clinical trials. Frontiers in Health Informatics. 2022 11(1)
37. Baigi, SF. Mousavi, AS. Kimiafar, K. Sarbaz, M. Evaluating the cost effectiveness of tele-rehabilitation: A systematic review of randomized clinical trials. Frontiers in Health Informatics. 2022 11(1)
38. Mousavi, BSF. Raei, MM. Sarbaz, M. Norouzi, AR. Kimiafar, K. Telerehabilitation in response to critical coronavirus: A systematic review based on current evidence. Journal of Isfahan Medical School. 2022 40(678):498–508.
39. Sarbaz, M. Monazah, FM. Eslami, S. Kimiafar, K. Baigi, SF. Effect of mobile health interventions for side effects management in patients undergoing chemotherapy: A systematic review. Health Policy and Technology. 2022 11(4)
40. Sarbaz, M. Baigi, SF. Marouzi, P. Hasani, SM. Kimiafar, K. Type and number of errors of the Iranian Electronic Health Record (SEPAS) in hospitals affiliated with Mashhad university of medical sciences. Stud Health Technol Inform. 2022 :295: 354–7.

Refbacks

  • There are currently no refbacks.