1
|
Mayya V, Kandala RN, Gurupur V, King C, Vu GT, Wan TT. Need for an Artificial Intelligence-based Diabetes Care Management System in India and the United States. Health Serv Res Manag Epidemiol 2024; 11:23333928241275292. [PMID: 39211386 PMCID: PMC11359439 DOI: 10.1177/23333928241275292] [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: 04/30/2024] [Accepted: 07/26/2024] [Indexed: 09/04/2024] Open
Abstract
Objective Diabetes mellitus is an important chronic disease that is prevalent around the world. Different countries and diverse cultures use varying approaches to dealing with this chronic condition. Also, with the advancement of computation and automated decision-making, many tools and technologies are now available to patients suffering from this disease. In this work, the investigators attempt to analyze approaches taken towards managing this illness in India and the United States. Methods In this work, the investigators have used available literature and data to compare the use of artificial intelligence in diabetes management. Findings The article provides key insights to comparison of diabetes management in terms of the nature of the healthcare system, availability, electronic health records, cultural factors, data privacy, affordability, and other important variables. Interestingly, variables such as quality of electronic health records, and cultural factors are key impediments in implementing an efficiency-driven management system for dealing with this chronic disease. Conclusion The article adds to the body of knowledge associated with the management of this disease, establishing a critical need for using artificial intelligence in diabetes care management.
Collapse
Affiliation(s)
- Veena Mayya
- Center for Decision Support Systems and Informatics, School of Global Health Management and Informatics, University of Central Florida, Orlando, Florida, USA
- Department of Information and Communication Technology, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | | | - Varadraj Gurupur
- Center for Decision Support Systems and Informatics, School of Global Health Management and Informatics, University of Central Florida, Orlando, Florida, USA
| | - Christian King
- Center for Decision Support Systems and Informatics, School of Global Health Management and Informatics, University of Central Florida, Orlando, Florida, USA
| | - Giang T. Vu
- Center for Decision Support Systems and Informatics, School of Global Health Management and Informatics, University of Central Florida, Orlando, Florida, USA
| | - Thomas T.H. Wan
- Center for Decision Support Systems and Informatics, School of Global Health Management and Informatics, University of Central Florida, Orlando, Florida, USA
| |
Collapse
|
2
|
Zhang X, Liu Y, Li X, Sun J. Health IT in our daily life: impact of mobile phone use on the emotions and compliance of diabetes patients. INFORMATION TECHNOLOGY & PEOPLE 2022. [DOI: 10.1108/itp-06-2020-0390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
PurposeLeveraging information technology (IT) to improve the treatment and support of patients is a widely studied topic in healthcare. For chronic diseases, such as diabetes, the use of information technology is even more important since its effect extends from a clinic environment to patients’ daily life. The purpose of this paper is to investigate the impacts of one widely adopted information technology, the mobile phone, on diabetes treatment, specifically on the complicated process of patients’ health, emotions and compliance.Design/methodology/approachWe leverage a unique longitudinal dataset on diabetes patients’ health status in rural areas of China to study the problem. We also cross-link the dataset with mobile carrier data to further differentiate mobile phone use to phone calls and network use. To address the endogeneity concerns, we apply PSM and a series of instrument variables.FindingsWe identify clear evidence that mobile phone use can significantly improve patients’ emotions and compliance, where the effect is generally larger on patients in worse health conditions. While mobile phone calls clearly benefit diabetes patients, we do notice that mobile phone network use has a negative moderating effect with patients’ health condition on improving compliance.Originality/valueThis study not only enriches our theoretical understanding of the role of mobile phones in diabetes management, it also shows the economic benefit of promoting patients’ use of mobile phones, which should be considered by medical care providers and medical policymakers.
Collapse
|
3
|
Pai RR, Alathur S. Bibliometric Analysis and Methodological Review of Mobile Health Services and Applications in India. Int J Med Inform 2020; 145:104330. [PMID: 33248334 DOI: 10.1016/j.ijmedinf.2020.104330] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2019] [Revised: 08/13/2020] [Accepted: 11/02/2020] [Indexed: 11/20/2022]
Abstract
PURPOSE The purpose of this research is to analyze the literature published on mobile health (mHealth) in the Indian context. It also reviews the most important research works and presents various methodologies adopted by the researchers in this domain. DESIGN/METHODOLOGY/APPROACH The SciVerse SCOPUS database was used for extracting the literature on mobile health. The study used articles published between January 2008 to 28th June 2019. The keyword used is 'mHealth' and journal articles with studies or interventions carried out in India were selected for bibliometric analysis and methodological review. FINDINGS For the keyword search, a total of 7,874 documents have been extracted, of which only 158 have been considered for the analysis. There is an exponential increase in the number of publications from the year 2015 to 2019. The keywords used for representing their articles have been grouped as mobile health devices, gender and age groups, system and software, health and disease condition, management, evidence-based practices (outcome), methods, and importance of the study. The journal PLOS One (87) has the highest number of citations, followed by The Lancet (63). The bibliometric analysis of the literature revealed seven clusters classified as individual's individual's mobile health applications adoption characteristics, need for mobile health and its governance, mobile phone application with the internet of things based framework for healthcare monitoring, mobile health for primary healthcare systems, authentication and security protocol for mobile healthcare, development and experimentation of mobile health application, and development and mobile health for adherence support intervention. ORIGINALITY/VALUE The study contributes in analyzing the bibliometrics and provides a methodological review for the journal articles published on mobile health. Previous articles considered systematic analysis of the bibliometric for mHealth, and mobile technology but less adequately discussed specifically towards Indian context which this study has embraced.
Collapse
Affiliation(s)
- Rajesh R Pai
- Department to Humanities and Management, Manipal Institute of Technology, Manipal Academy of Higher Education, Manipal 576104, India.
| | - Sreejith Alathur
- School of Management, National Institute of Technology Karnataka, Surathkal, India
| |
Collapse
|
4
|
Baek J, Cheon O, Lee S, Nwana N. Diabetes Education Desert: Regional Disparity Between Diabetes Prevalence and Diabetes Self-Management Education Programs in Texas. Popul Health Manag 2020; 24:266-274. [PMID: 32379532 DOI: 10.1089/pop.2020.0006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Diabetes is a major chronic disease that was the seventh leading cause of death in the United States in 2017. Although diabetes self-management education (DSME) programs have been implemented to promote patients' self-management skills, the disease continues to grow and some regions have a heavier burden of diabetes diagnoses than others. Focusing on the unbalanced diabetes prevalence across counties, this study aims to identify regional distribution of diabetes education programs in Texas counties, and explore whether diabetes prevalence is worse in certain counties that are geographically isolated from DSME programs. Data from the Centers for Disease Control and Prevention, American Diabetes Association, and American Association of Diabetes Educators were analyzed using ESRI ArcGIS software. When the authors geocoded 167 DSME programs in Texas, it was found that 47 programs (28.7%) were concentrated in 1 single county, and only 49 counties (19.3%) of the total counties (n = 254) had at least 1 DSME program. It also was revealed that the 25 counties (10%) with the highest diabetes prevalence had only 4 DSME programs (2.4%), indicating that there are still marginalized areas with no access to diabetes education programs. Considering the distance from each county's center to the nearest DSME program and diabetes prevalence, 3 counties were identified as diabetes education deserts. When designing, implementing, and evaluating strategies to reduce the burden of diabetes, policy makers and health care providers should account for the existing regional disparity in diabetes education and its impact on diabetes prevalence.
Collapse
Affiliation(s)
- Juha Baek
- Department of Environmental and Occupational Health, School of Public Health, Texas A&M University, College Station, Texas, USA.,Center for Outcomes Research, Houston Methodist Research Institute, Houston, Texas, USA
| | - Ohbet Cheon
- Center for Outcomes Research, Houston Methodist Research Institute, Houston, Texas, USA.,David D. Reh School of Business, Clarkson University, Schenectady, New York, USA
| | - Sayah Lee
- Center for Population Health and Aging, Texas A&M University, College Station, Texas, USA
| | - Nwabunie Nwana
- Center for Outcomes Research, Houston Methodist Research Institute, Houston, Texas, USA
| |
Collapse
|
5
|
McHenry MS, Apondi E, McAteer CI, Nyandiko WM, Fischer LJ, Ombitsa AR, Aluoch J, Scanlon ML, Vreeman RC. Tablet-based disclosure counselling for HIV-infected children, adolescents, and their caregivers: a pilot study. AJAR-AFRICAN JOURNAL OF AIDS RESEARCH 2018; 17:249-258. [PMID: 30319030 DOI: 10.2989/16085906.2018.1509101] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
BACKGROUND Overwhelmed, under-trained medical staff working in resource-limited settings need efficient resources for HIV disclosure counselling. The objective of this study was to describe providers' experiences using tablet computers for disclosure-related counselling with HIV-infected children and their caregivers in western Kenya, with additional perspectives from adolescents. METHODS A qualitative study design was implemented at three HIV clinics in western Kenya (Bumala, Busia and Port Victoria) within the Academic Model Providing Access to Healthcare (AMPATH) partnership. Twenty-one healthcare providers involved with paediatric disclosure were recruited and enrolled in the study. Initial interviews focused on understanding current disclosure practices and barriers. Tablets containing disclosure-related resources were distributed. Resources included short narrative videos created in this context to highlight issues relevant to child HIV disclosure. RESULTS Providers reported tablets improved disclosure, child participation, and medication adherence. All reported that reviewing materials increased their knowledge and comfort with disclosure. The most frequently used materials were the narrative videos and an animated video explaining the importance of medication adherence. Time was a major barrier for using the tablet. Clinician self-education persisted at one-year follow-up. Adolescents expressed enjoyment from viewing the tablet resources and had a better understanding of the importance of medication adherence. CONCLUSIONS Tablet computers containing resources for disclosure are an acceptable and potentially effective resource to help providers support families with disclosure. Further work is needed to train the clinical providers in using the resources in a developmentally appropriate manner, and to develop new resources on adolescent-specific and HIV-related topics.
Collapse
Affiliation(s)
- Megan S McHenry
- a Indiana University School of Medicine , Indianapolis , Indiana , USA.,b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Edith Apondi
- b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya.,c Department of Child Health and Paediatrics, College of Health Sciences , School of Medicine, Moi University , Eldoret , Kenya
| | - Carole I McAteer
- a Indiana University School of Medicine , Indianapolis , Indiana , USA.,b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Winstone M Nyandiko
- b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya.,c Department of Child Health and Paediatrics, College of Health Sciences , School of Medicine, Moi University , Eldoret , Kenya
| | - Lydia J Fischer
- a Indiana University School of Medicine , Indianapolis , Indiana , USA.,b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Ananda R Ombitsa
- b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Josephine Aluoch
- b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Michael L Scanlon
- a Indiana University School of Medicine , Indianapolis , Indiana , USA.,b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya
| | - Rachel C Vreeman
- a Indiana University School of Medicine , Indianapolis , Indiana , USA.,b Academic Model Providing Access to Healthcare (AMPATH) , Eldoret , Kenya.,c Department of Child Health and Paediatrics, College of Health Sciences , School of Medicine, Moi University , Eldoret , Kenya
| |
Collapse
|
6
|
Prinja S, Gupta A, Bahuguna P, Nimesh R. Cost analysis of implementing mHealth intervention for maternal, newborn & child health care through community health workers: assessment of ReMIND program in Uttar Pradesh, India. BMC Pregnancy Childbirth 2018; 18:390. [PMID: 30285669 PMCID: PMC6171293 DOI: 10.1186/s12884-018-2019-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2016] [Accepted: 09/23/2018] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND The main intervention under ReMiND program consisted of a mobile health application which was used by community health volunteers, called ASHAs, for counselling pregnant women and nursing mothers. This program was implemented in two rural blocks in Uttar Pradesh state of India with an overall aim to increase quality of health care, thereby increasing utilization of maternal & child health services. The aim of the study was to assess annual & unit cost of ReMiND program and its scale up in UP state. METHOD AND MATERIALS Economic costing was done from the health system and patient's perspectives. All resources used during designing & planning phase i.e., development of application; and implementation of the intervention, were quantified and valued. Capital costs were annualised, after assessing their average number of years for which a product could be used and accounting for its depreciation. Shared or joint costs were apportioned for the time value a resource was utilized under intervention. Annual cost of implementing ReMiND in two blocks of UP along and unit cost per pregnant woman were estimated. Scale-up cost for implementing the intervention in entire state was calculated under two scenarios - first, if no extra human resource were employed; and second, if the state government adopted the same pattern of human resource as employed under this program. RESULTS The annual cost for rolling out ReMiND in two blocks of district Kaushambi was INR 12.1 million (US $ 191,894). The annualised start-up cost constituted 9% of overall cost while rest of cost was attributed to implementation of the intervention. The health system program costs in ReMiND were estimated to be INR 31.4 (US $ 0.49) per capita per year and INR 1294 (US $ 20.5) per registered women. The per capita incremental cost of scale up of intervention in UP state was estimated to be INR 4.39 (US $ 0.07) when no additional supervisory staffs were added. CONCLUSION The cost of scale up of ReMiND in Uttar Pradesh is 6% of annual budget for 'reproductive and child health' line item under state budget, and hence appears to be financially sustainable.
Collapse
Affiliation(s)
- Shankar Prinja
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Aditi Gupta
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Pankaj Bahuguna
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Ruby Nimesh
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| |
Collapse
|
7
|
Prinja S, Bahuguna P, Gupta A, Nimesh R, Gupta M, Thakur JS. Cost effectiveness of mHealth intervention by community health workers for reducing maternal and newborn mortality in rural Uttar Pradesh, India. COST EFFECTIVENESS AND RESOURCE ALLOCATION 2018; 16:25. [PMID: 29983645 PMCID: PMC6020234 DOI: 10.1186/s12962-018-0110-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2017] [Accepted: 06/13/2018] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND A variety of mobile-based health technologies (mHealth) have been developed for use by community health workers to augment their performance. One such mHealth intervention-ReMiND program, was implemented in a poor performing district of India. Despite some research on the extent of its effectiveness, there is significant dearth of evidence on cost-effectiveness of such mHealth interventions. In this paper we evaluated the incremental cost per disability adjusted life year (DALY) averted as a result of ReMiND intervention as compared to routine maternal and child health programs without ReMiND. METHODS A decision tree was parameterized on MS-Excel spreadsheet to estimate the change in DALYs and cost as a result of implementing ReMiND intervention compared with routine care, from both health system and societal perspective. A time horizon of 10 years starting from base year of 2011 was considered appropriate to cover all costs and effects comprehensively. All costs, including those during start-up and implementation phase, besides other costs on the health system or households were estimated. Consequences were measured as part of an impact assessment study which used a quasi-experimental design. Proximal outputs in terms of changes in service coverage were modelled to estimate maternal and infant illnesses and deaths averted, and DALYs averted in Uttar Pradesh state of India. Probabilistic sensitivity analysis was undertaken to account for parameter uncertainties. RESULTS Cumulatively, from year 2011 to 2020, implementation of ReMiND intervention in UP would result in a reduction of 312 maternal and 149,468 neonatal deaths. This implies that ReMiND program led to a reduction of 0.2% maternal and 5.3% neonatal deaths. Overall, ReMiND is a cost saving intervention from societal perspective. From health system perspective, ReMiND incurs an incremental cost of INR 12,993 (USD 205) per DALY averted and INR 371,577 (USD 5865) per death averted. CONCLUSIONS Overall, findings of our study suggest strongly that the mHealth intervention as part of ReMiND program is cost saving from a societal perspective and should be considered for replication elsewhere in other states.
Collapse
Affiliation(s)
- Shankar Prinja
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Pankaj Bahuguna
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Aditi Gupta
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Ruby Nimesh
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Madhu Gupta
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| | - Jarnail Singh Thakur
- School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012 India
| |
Collapse
|
8
|
Eze E, Gleasure R, Heavin C. Mobile health solutions in developing countries: a stakeholder perspective. Health Syst (Basingstoke) 2018; 9:179-201. [PMID: 32939258 PMCID: PMC7476488 DOI: 10.1080/20476965.2018.1457134] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Revised: 02/07/2018] [Accepted: 03/20/2018] [Indexed: 10/17/2022] Open
Abstract
Infrastructural deficiencies, limited access to medical care, and shortage of health care workers are just a few of the barriers to health care in developing countries. mHealth has the potential to overcome at least some of these challenges. To address this, a stakeholder perspective is adopted and an analysis of existing research is undertaken to look at mHealth delivery in developing countries. This study focuses on four key stakeholder groups i.e., health care workers, patients, system developers, and facilitators. A systematic review identifies 108 peer-reviewed articles, which are analysed to determine the extent these articles investigate the different types of stakeholder interactions, and to identify high-level themes emerging within these interactions. This analysis illustrates two key gaps. First, while interactions involving health care workers and/or patients have received significant attention, little research has looked at the role of patient-to-patient interactions. Second, the interactions between system developers and the other stakeholder groups are strikingly under-represented.
Collapse
|
9
|
Kalid N, Zaidan AA, Zaidan BB, Salman OH, Hashim M, Muzammil H. Based Real Time Remote Health Monitoring Systems: A Review on Patients Prioritization and Related "Big Data" Using Body Sensors information and Communication Technology. J Med Syst 2017; 42:30. [PMID: 29288419 DOI: 10.1007/s10916-017-0883-4] [Citation(s) in RCA: 136] [Impact Index Per Article: 19.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2017] [Accepted: 12/13/2017] [Indexed: 12/31/2022]
Abstract
The growing worldwide population has increased the need for technologies, computerised software algorithms and smart devices that can monitor and assist patients anytime and anywhere and thus enable them to lead independent lives. The real-time remote monitoring of patients is an important issue in telemedicine. In the provision of healthcare services, patient prioritisation poses a significant challenge because of the complex decision-making process it involves when patients are considered 'big data'. To our knowledge, no study has highlighted the link between 'big data' characteristics and real-time remote healthcare monitoring in the patient prioritisation process, as well as the inherent challenges involved. Thus, we present comprehensive insights into the elements of big data characteristics according to the six 'Vs': volume, velocity, variety, veracity, value and variability. Each of these elements is presented and connected to a related part in the study of the connection between patient prioritisation and real-time remote healthcare monitoring systems. Then, we determine the weak points and recommend solutions as potential future work. This study makes the following contributions. (1) The link between big data characteristics and real-time remote healthcare monitoring in the patient prioritisation process is described. (2) The open issues and challenges for big data used in the patient prioritisation process are emphasised. (3) As a recommended solution, decision making using multiple criteria, such as vital signs and chief complaints, is utilised to prioritise the big data of patients with chronic diseases on the basis of the most urgent cases.
Collapse
Affiliation(s)
- Naser Kalid
- Computing Department, Universiti Pendidikan Sultan Idris, Tg Malim, 35900, Perak, Malaysia.,Department of Computer Engineering Techniques, Al-Nisour University, Al Adhmia - Haiba Khaton, Baghdad, Iraq
| | - A A Zaidan
- Computing Department, Universiti Pendidikan Sultan Idris, Tg Malim, 35900, Perak, Malaysia.
| | - B B Zaidan
- Computing Department, Universiti Pendidikan Sultan Idris, Tg Malim, 35900, Perak, Malaysia
| | - Omar H Salman
- Networking Department, Engineering College, Al Iraqia university, Baghdad, Iraq
| | - M Hashim
- Computing Department, Universiti Pendidikan Sultan Idris, Tg Malim, 35900, Perak, Malaysia
| | - H Muzammil
- Department of Computer Science, University of Management and Technology, Lahore, Pakistan
| |
Collapse
|
10
|
McHenry MS, Fischer LJ, Chun Y, Vreeman RC. A systematic review of portable electronic technology for health education in resource-limited settings. Glob Health Promot 2017; 26:70-81. [PMID: 28832243 DOI: 10.1177/1757975917715035] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
OBJECTIVE The objective of this study is to conduct a systematic review of the literature of how portable electronic technologies with offline functionality are perceived and used to provide health education in resource-limited settings. METHODS Three reviewers evaluated articles and performed a bibliography search to identify studies describing health education delivered by portable electronic device with offline functionality in low- or middle-income countries. Data extracted included: study population; study design and type of analysis; type of technology used; method of use; setting of technology use; impact on caregivers, patients, or overall health outcomes; and reported limitations. RESULTS Searches yielded 5514 unique titles. Out of 75 critically reviewed full-text articles, 10 met inclusion criteria. Study locations included Botswana, Peru, Kenya, Thailand, Nigeria, India, Ghana, and Tanzania. Topics addressed included: development of healthcare worker training modules, clinical decision support tools, patient education tools, perceptions and usability of portable electronic technology, and comparisons of technologies and/or mobile applications. Studies primarily looked at the assessment of developed educational modules on trainee health knowledge, perceptions and usability of technology, and comparisons of technologies. Overall, studies reported positive results for portable electronic device-based health education, frequently reporting increased provider/patient knowledge, improved patient outcomes in both quality of care and management, increased provider comfort level with technology, and an environment characterized by increased levels of technology-based, informal learning situations. Negative assessments included high investment costs, lack of technical support, and fear of device theft. CONCLUSIONS While the research is limited, portable electronic educational resources present promising avenues to increase access to effective health education in resource-limited settings, contingent on the development of culturally adapted and functional materials to be used on such devices.
Collapse
Affiliation(s)
- Megan S McHenry
- 1. Indiana University School of Medicine, Indianapolis, IN, USA.,2. Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Lydia J Fischer
- 1. Indiana University School of Medicine, Indianapolis, IN, USA.,2. Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya
| | - Yeona Chun
- 1. Indiana University School of Medicine, Indianapolis, IN, USA
| | - Rachel C Vreeman
- 1. Indiana University School of Medicine, Indianapolis, IN, USA.,2. Academic Model Providing Access to Healthcare (AMPATH), Eldoret, Kenya.,3. Moi University, College of Health Sciences, School of Medicine, Department of Child Health and Paediatrics, Eldoret, Kenya
| |
Collapse
|
11
|
Prinja S, Nimesh R, Gupta A, Bahuguna P, Gupta M, Thakur JS. Impact of m-health application used by community health volunteers on improving utilisation of maternal, new-born and child health care services in a rural area of Uttar Pradesh, India. Trop Med Int Health 2017; 22:895-907. [PMID: 28510997 DOI: 10.1111/tmi.12895] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To raise the quality of counselling by community health volunteers resulting in improved uptake of maternal, neonatal and child health services (MNCH), an m-health application was introduced under a project named 'Reducing Maternal and Newborn Deaths (ReMiND)' in district Kaushambi in India. We report the impact of this project on coverage of key MNCH services. METHODS A pre- and post-quasi-experimental design was undertaken to assess the impact of intervention. This project was introduced in two community development blocks in Kaushambi district in 2012. Two other blocks from the same district were selected as controls after matching for coverage of two indicators at baseline - antenatal care and institutional deliveries. The Annual Health Survey conducted by the Ministry of Health and Family Welfare in 2011 served as pre-intervention data, whereas a household survey in four blocks of Kaushambi district in 2015 provided post-intervention coverage of key services. Propensity score matched samples from intervention and control areas in pre-intervention and post-intervention periods were analysed using difference-in-difference method to estimate the impact of ReMiND project. RESULTS We found a statistically significant increase in coverage of iron-folic acid supplementation (12.58%), self-reporting of complication during pregnancy (13.11%) and after delivery (19.6%) in the intervention area. The coverage of three or more antenatal care visits, tetanus toxoid vaccination, full antenatal care and ambulance usage increased in intervention area by 10.3%, 4.28%, 1.1% and 2.06%, respectively; however, the changes were statistically insignificant. CONCLUSION Three of eight services which were targeted for improvement under ReMiND project registered a significant improvement as result of m-health intervention.
Collapse
Affiliation(s)
- Shankar Prinja
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Ruby Nimesh
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Aditi Gupta
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Pankaj Bahuguna
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Madhu Gupta
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Jarnail Singh Thakur
- School of Public Health, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| |
Collapse
|
12
|
So CF, Chung JW. Telehealth for diabetes self-management in primary healthcare: A systematic review and meta-analysis. J Telemed Telecare 2017; 24:356-364. [PMID: 28463033 DOI: 10.1177/1357633x17700552] [Citation(s) in RCA: 66] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Diabetes mellitus is prevalent worldwide and the majority of the patients with this metabolic disease are managed in primary healthcare settings. Self-management is, therefore, crucial for the health and wellbeing of people with diabetes. Due to the advancement of information technologies, telehealth intervention as self-management measures potentially offer a possible solution in the primary healthcare arena to cope with the increasing demand for diabetes control. Methods This study aims to systematically review the effectiveness of telehealth on diabetes control self-management in primary healthcare settings. A keyword search was conducted in six databases for randomised controlled trials. Data extraction and quality assessment of the reviewed studies were done with standardised forms and checklists. A meta-analysis was also performed in this review. Results Of the seven studies included in this review, all of them reported a decreasing level of glycated haemoglobin. Four studies examined the effect of telehealth interventions on fasting plasma glucose levels; however, the overall effects were insignificant. It is, nonetheless, encouraging to see two studies which investigated their effect on two-hour post-meal glucose levels, and showed positive effects for glycaemic control self-management in the short term. This finding, though only from two studies, points to a promising future of utilising telehealth interventions in controlling this metabolic disease in the primary healthcare arena. Conclusions This review showed positive effects of telehealth interventions for diabetes control self-management at the primary healthcare stage. Further studies are required to evaluate the cost-effectiveness of telehealth interventions.
Collapse
Affiliation(s)
- Chi F So
- 1 Post-doctoral Fellow and Adjunct Assistant Professor, The Education University of Hong Kong
| | - Joanne Wy Chung
- 2 Peter T C Lee Chair Professor of Health Studies, The Education University of Hong Kong
| |
Collapse
|
13
|
Nahar P, Kannuri NK, Mikkilineni S, Murthy GVS, Phillimore P. mHealth and the management of chronic conditions in rural areas: a note of caution from southern India. Anthropol Med 2017; 24:1-16. [PMID: 28292206 PMCID: PMC5359738 DOI: 10.1080/13648470.2016.1263824] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
This article examines challenges facing implementation of likely mHealth programmes in rural India. Based on fieldwork in Andhra Pradesh in 2014, and taking as exemplars two chronic medical 'conditions' - type 2 diabetes and depression - we look at ways in which people in one rural area currently access medical treatment; we also explore how adults there currently use mobile phones in daily life, to gauge the realistic likelihood of uptake for possible mHealth initiatives. We identify the very different pathways to care for these two medical conditions, and we highlight the importance to the rural population of healthcare outside the formal health system provided by those known as registered medical practitioners (RMP), who despite their title are neither registered nor trained. We also show how limited is the use currently made of very basic mobile phones by the majority of the older adult population in this rural context. Not only may this inhibit mHealth potential in the near future; just as importantly, our data suggest how difficult it may be to identify a clinical partner for patients or their carers for any mHealth application designed to assist the management of chronic ill-health in rural India. Finally, we examine how the promotion of patient 'self-management' may not be as readily translated to a country like India as proponents of mHealth might assume.
Collapse
Affiliation(s)
- Papreen Nahar
- a Institute of Population Health, University of Manchester, Manchester , UK
| | | | | | - G V S Murthy
- b Indian Institute of Public Health , Hyderabad , India
| | - Peter Phillimore
- d School of Geography, Politics and Sociology , Newcastle University , Newcastle upon Tyne , UK
| |
Collapse
|
14
|
Jha S, Dogra S, Yadav A, Siddiqui S, Panda M, Srivastava K, Raghuvanshi L, Kaur S, Bhargava A, Mathur R, Gupta SK, Waghdhare S. A prospective observational study to assess the effectiveness of an electronic health (E-health) and mobile health (M-health) platform versus conventional care for the management of diabetes mellitus. Int J Diabetes Dev Ctries 2016. [DOI: 10.1007/s13410-016-0501-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
|
15
|
Eze E, Gleasure R, Heavin C. Reviewing mHealth in Developing Countries: A Stakeholder Perspective. ACTA ACUST UNITED AC 2016. [DOI: 10.1016/j.procs.2016.09.276] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
|
16
|
Role of mobile phone technology in tobacco cessation interventions. Glob Heart 2015; 7:167-74. [PMID: 25691312 DOI: 10.1016/j.gheart.2012.03.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2012] [Accepted: 03/25/2012] [Indexed: 11/23/2022] Open
|
17
|
Brinkel J, Krämer A, Krumkamp R, May J, Fobil J. Mobile phone-based mHealth approaches for public health surveillance in sub-Saharan Africa: a systematic review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2014; 11:11559-82. [PMID: 25396767 PMCID: PMC4245630 DOI: 10.3390/ijerph111111559] [Citation(s) in RCA: 75] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/08/2014] [Revised: 10/24/2014] [Accepted: 10/28/2014] [Indexed: 11/17/2022]
Abstract
Whereas mobile phone-based surveillance has the potential to provide real-time validated data for disease clustering and prompt respond and investigation, little evidence is available on current practice in sub-Sahara Africa. The objective of this review was to examine mobile phone-based mHealth interventions for Public Health surveillance in the region. We conducted electronic search in MEDLINE, EMBASE, IEE Xplore, African Index Medicus (AIM), BioMed Central, PubMed Central (PMC), the Public Library of Science (PLoS) and IRIS for publications used in the review. In all, a total of nine studies were included which focused on infectious disease surveillance of malaria (n = 3), tuberculosis (n = 1) and influenza-like illnesses (n = 1) as well as on non-infectious disease surveillance of child malnutrition (n = 2), maternal health (n = 1) and routine surveillance of various diseases and symptoms (n = 1). Our review revealed that mobile phone-based surveillance projects in the sub-Saharan African countries are on small scale, fragmented and not well documented. We conclude by advocating for a strong drive for more research in the applied field as well as a better reporting of lessons learned in order to create an epistemic community to help build a more evidence-based field of practice in mHealth surveillance in the region.
Collapse
Affiliation(s)
- Johanna Brinkel
- Department of Public Health Medicine, School of Public Health, University of Bielefeld, P.O. Box 100131, D-33501 Bielefeld, Germany.
| | - Alexander Krämer
- Department of Public Health Medicine, School of Public Health, University of Bielefeld, P.O. Box 100131, D-33501 Bielefeld, Germany.
| | - Ralf Krumkamp
- Infectious Disease Epidemiology Unit, Bernhard Nocht Institute for Tropical Medicine, Bernhard Nocht-Str. 74, D-20359 Hamburg, Germany.
| | - Jürgen May
- Infectious Disease Epidemiology Unit, Bernhard Nocht Institute for Tropical Medicine, Bernhard Nocht-Str. 74, D-20359 Hamburg, Germany.
| | - Julius Fobil
- Department of Biological, Environmental, Occupational Health Sciences, School of Public Health, University of Ghana, P.O. Box LG13, Legon, Ghana.
| |
Collapse
|
18
|
Peiris D, Praveen D, Johnson C, Mogulluru K. Use of mHealth systems and tools for non-communicable diseases in low- and middle-income countries: a systematic review. J Cardiovasc Transl Res 2014; 7:677-91. [PMID: 25209729 DOI: 10.1007/s12265-014-9581-5] [Citation(s) in RCA: 87] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2014] [Accepted: 07/27/2014] [Indexed: 12/19/2022]
Abstract
With the rapid adoption of mobile devices, mobile health (mHealth) offers the potential to transform health care delivery, especially in the world's poorest regions. We systematically reviewed the literature to determine the impact of mHealth interventions on health care quality for non-communicable diseases in low- and middle-income countries and to identify knowledge gaps in this rapidly evolving field. Overall, we found few high-quality studies. Most studies narrowly focused on text messaging systems for patient behavior change, and few studies examined the health systems strengthening aspects of mHealth. There were limited literature reporting clinical effectiveness, costs, and patient acceptability, and none reporting equity and safety issues. Despite the bold promise of mHealth to improve health care, much remains unknown about whether and how this will be fulfilled. Encouragingly, we identified some registered clinical trial protocols of large-scale, multidimensional mHealth interventions, suggesting that the current limited evidence base will expand in coming years.
Collapse
Affiliation(s)
- David Peiris
- George Institute for Global Health, University of Sydney, Sydney, Box M201, Missenden Rd, NSW, 2050, Australia,
| | | | | | | |
Collapse
|
19
|
Lall D, Prabhakaran D. Organization of primary health care for diabetes and hypertension in high, low and middle income countries. Expert Rev Cardiovasc Ther 2014; 12:987-95. [DOI: 10.1586/14779072.2014.928591] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
|
20
|
Sarkis N, Mwanri L. The role of information technology in strengthening human resources for health. HEALTH EDUCATION 2013. [DOI: 10.1108/he-02-2013-0008] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose
– The purpose of this paper is to discuss innovative ways of addressing human resources for health (HRH) shortage in the Pacific, supported by a review of the literature and the Pacific Open Learning Health Network (POLHN), a programme created in response to the Pacific's HRH concern.
Design/methodology/approach
– A systematic search was conducted of English literature between 1990 and 2012. A number of key words, singly and/or in combination, were used to search for articles on ProQuest and PubMed. Original articles were identified and reference lists scrutinised to obtain additional literature. Due to the paucity of information, only narrative review was conducted and themes emerging from the literature identified and critically reviewed.
Findings
– There is a worldwide HRH shortage and a need to improve the skills of the health workforce to respond to changing population health needs. Continuing education (CE) through use of information technology (IT) is a means to strengthen HRH. POLHN is one example of an initiative to improve health worker skills and motivation. Technological change is increasingly common place in society. To make sense of these changes, practitioners can look for common themes in successful technological innovations of interactivity; information access, creation or sharing; communication; and simplicity. To ensure effective regulation of CE and IT there is a need to incorporate qualitative as well as quantitative measures, to prioritise the creation of quality, relevant, and appropriate resources and to facilitate access and active participation by health workers.
Originality/value
– The paper highlights the complexity of HRH shortage as a global problem, which demands multiple initiatives to respond to the shortage in the pursuit of skilled, equitable and just delivery of health services and distribution of health service providers. One initiative that has worked elsewhere is professional development of health professionals through the provision of CE using IT. Online learning offers a pathway to address HRH shortage and overcomes challenges posed by distance, limited infrastructure and in small remote communities. POLHN contributes to improved skills and knowledge among health professionals who can, as a result, deliver better health services in a region as geographically dispersed and isolated as the Pacific.
Collapse
|
21
|
Marcolino MS, Maia JX, Alkmim MBM, Boersma E, Ribeiro AL. Telemedicine application in the care of diabetes patients: systematic review and meta-analysis. PLoS One 2013; 8:e79246. [PMID: 24250826 PMCID: PMC3826722 DOI: 10.1371/journal.pone.0079246] [Citation(s) in RCA: 134] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2013] [Accepted: 09/20/2013] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The impact of telemedicine application on the management of diabetes patients is unclear, as the results are not consistent among different studies. The objective of this study is to conduct a systematic review and meta-analysis of randomized controlled trials (RCTs) assessing the impact of telemedicine interventions on change in hemoglobin A1c (HbA1c), blood pressure, LDL cholesterol (LDL-c) and body mass index (BMI) in diabetes patients. METHODS Electronic databases MEDLINE, Cochrane Central Register of Controlled Trials and LILACS were searched to identify relevant studies published until April 2012, supplemented by references from the selected articles. Study search and selection were performed by independent reviewers. Of the 6.258 articles retrieved, 13 RCTs (4207 patients) were included. Random effects model was applied to estimate the pooled results. RESULTS Telemedicine was associated with a statistically significant and clinically relevant absolute decline in HbA1c level compared to control (mean difference -0.44% [-4.8 mmol/mol] and 95% confidence interval [CI] -0.61 to -0.26% [-6.7 to -2.8 mmol/mol]; p<0.001). LDL-c was reduced in 6.6 mg/dL (95% CI -8.3 to -4.9; p<0.001), but the clinical relevance of this effect can be questioned. No effects of telemedicine strategies were seen on systolic (-1.6 mmHg and 95% CI -7.2 to 4.1) and diastolic blood pressure (-1.1 mmHg and 95% CI -3.0 to 0.8). The 2 studies that assessed the effect on BMI demonstrated a tendency of BMI reduction in favor of telemedicine. CONCLUSIONS Telemedicine strategies combined to the usual care were associated with improved glycemic control in diabetic patients. No clinical relevant impact was observed on LDL-c and blood pressure, and there was a tendency of BMI reduction in diabetes patients who used telemedicine, but these outcomes should be further explored in future trials.
Collapse
Affiliation(s)
- Milena Soriano Marcolino
- Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- University Hospital, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Junia Xavier Maia
- University Hospital, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | | | | | - Antonio Luiz Ribeiro
- Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- University Hospital, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| |
Collapse
|
22
|
Zhao Y, Yan H, Marshall RJ, Dang S, Yang R, Li Q, Qin X. Trends in population blood pressure and prevalence, awareness, treatment, and control of hypertension among middle-aged and older adults in a rural area of Northwest China from 1982 to 2010. PLoS One 2013; 8:e61779. [PMID: 23613932 PMCID: PMC3627917 DOI: 10.1371/journal.pone.0061779] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2012] [Accepted: 03/13/2013] [Indexed: 01/13/2023] Open
Abstract
Objectives To assess trends in average blood pressure levels and prevalence, awareness, treatment, and control of hypertension among adults in a rural area of Northwest China, and to determine associated risk factors. Methods Four cross-sectional population-based surveys were conducted between 1982 and 2010 among randomly selected adults in rural areas of Hanzhong, in Northwest China. Data on blood pressure, body mass index, family history of hypertension, and socio-demographic and lifestyle characteristics were collected in similar way by trained investigators in four surveys. Data of 8575 participants aged 35–64 years was analyzed. Averages and proportions were adjusted for age and sex. Results Average blood pressure in the population has increased since 1982 from 76.9 mm Hg to 79.6 mm Hg in 2010 (diastolic) and from 120.9 to 129.7 mm Hg (systolic). Prevalence of hypertension increased from 18.4% in 1982 to 30.5% in 2010, and awareness of hypertension increased from 16.8% to 38.4% in 2010. Treatment of hypertension increased from 1.0% in 1982 to 17.4% in 2010, and control of hypertension increased from 0.1% in 1982 to 3.5% in 2010. All these gradients were statistically significant (P<0.01 for trend). Population blood pressure and prevalence, awareness and treatment of hypertension were positively associated with increasing age, body mass index and having family history of hypertension. Conclusions Average blood pressure levels and the prevalence, awareness, treatment and control of hypertension among adults in rural areas of Hanzhong have increased since 1982. However, awareness, treatment and control rates remain low. Public health programs and practical strategies are required to improve prevention and control of hypertension in rural Northwest China. In particular, attention should be given to the elderly and obese, and to those with a family history of hypertension, while raising awareness and treatment among younger adults.
Collapse
Affiliation(s)
- Yaling Zhao
- Department of Public Health, Xi'an Jiaotong University College of Medicine, Xi’an, Shaanxi, P. R. China
| | - Hong Yan
- Department of Public Health, Xi'an Jiaotong University College of Medicine, Xi’an, Shaanxi, P. R. China
- * E-mail:
| | - Roger J. Marshall
- Section of Epidemiology and Biostatistics, School of Population Health, University of Auckland, Auckland, New Zealand
| | - Shaonong Dang
- Department of Public Health, Xi'an Jiaotong University College of Medicine, Xi’an, Shaanxi, P. R. China
| | - Ruihai Yang
- Department of Cardiovascular Diseases, Hanzhong People’s Hospital, Hanzhong, Shaanxi, P. R. China
| | - Qiang Li
- Department of Public Health, Xi'an Jiaotong University College of Medicine, Xi’an, Shaanxi, P. R. China
| | - Xueying Qin
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, P. R. China
| |
Collapse
|
23
|
Abstract
Data from different national and regional surveys show that hypertension is common in developing countries, particularly in urban areas, and that rates of awareness, treatment, and control are low. Several hypertension risk factors seem to be more common in developing countries than in developed regions. Findings from serial surveys show an increasing prevalence of hypertension in developing countries, possibly caused by urbanisation, ageing of population, changes to dietary habits, and social stress. High illiteracy rates, poor access to health facilities, bad dietary habits, poverty, and high costs of drugs contribute to poor blood pressure control. The health system in many developing countries is inadequate because of low funds, poor infrastructure, and inexperience. Priority is given to acute disorders, child and maternal health care, and control of communicable diseases. Governments, together with medical societies and non-governmental organisations, should support and promote preventive programmes aiming to increase public awareness, educate physicians, and reduce salt intake. Regulations for the food industry and the production and availability of generic drugs should be reinforced.
Collapse
|