Article Citation: Abdul Wahid Samadzai, and David Lamas. (2021). USING DIFFUSION OF
INNOVATION THEORY TO IMPLEMENT ELECTRONIC HEALTH RECORDS FRAMEWORK IN
AFGHANISTAN. International Journal of Engineering Technologies and Management
Research, 8(2), 70-78. https://doi.org/10.29121/ijetmr.v8.i2.2021.857 Published Date: 28 February 2021
Keywords: Innovation Record Framework Afghanistan Hospital Clinic In an environment of widespread demand in the healthcare system for the provision of equitable, achievable and safe healthcare, the use of information communication technology (ICT) is individual of the identified solutions to meet such expectations. The Electronic Health Record (EHR) is a main instrument towards achieving well healthcare using such technology, although, across the world EHR implementation has experienced a great failure rate. The aim of this research is to move from paper-based health record to some electronic health record. For achieving this aim, the researcher used diffusion of innovation theory.
1. INTRODUCTIONAfghanistan is a developing country consisting of wide
rural and urban areas. The Afghan healthcare system has public and private
health sectors. People in Afghanistan are increasingly using computers in
various aspects of life, although mainly for general purposes, such as saving
information locally in offices, printing, or socialising. In terms of medical
care, only a limited set of digital technologies used for diagnosis, treatment and disease control. A major challenge in developing countries seen in the
economic area[1]. This
leads to poor access to quality health services. In reality,
the welfare of the country's health system nearly relevant to its
economic status. For this reason, improving economic conditions will lead to
the expansion of the health system. On the other hand, progress in health leads
to economic growth. Better economic conditions are essential for any developing
country, and therefore improvements in the health system, especially those
achieved via e-health solutions, are especially relevant for a good economy[2]. According to Anwar (2011), the significant problem in
organizing education is the establishment and performance of safety information
technology in underdeveloped countries dependent to time limitations and
financial. Converting any system is a hard function and not be done in a short
time. Barriers such as a shortage of skilled worker, infrastructure
and prices, along with other affects, such as an initial reduction in
productivity due to adaptation to new technology surroundings, impose powerful
boundaries on the introduction and adoption of new health technologies. It
takes years to perfect the conversion process.[3]. According to James G. Kahn, Joshua S. Yang (2010), the
big challenge in developing countries related to education, most people live in
villages where levels of education are low. The result is that people often
cannot read or write. They do not possess sufficient knowledge about
information technology and cannot use a computer or other electronic devices as
a result [4]. Patient knowledge is necessary for the functioning of
e-health systems. Transitions from existing paper-based approaches to
computerised information systems is not possible without providing knowledge to
health experts. The aim of this research is implementation suggested
framework for EHR in the Ministry of Public Health of Afghanistan, based on the
understanding from the literature and the skills of the other developing
countries 1) How to
transfer from paper-based system to electronic health record management in
Afghanistan? ·
How could use diffusion of innovation theory for
implantation EHRs framework? ·
What were the big problems of moving from paper-based to EHRs? 2.
LITERATURE REVIEW
The Ministry of Public Health in developing countries
is the central governmental body, whose role is to identify health needs and
priorities, formulate national policies and strategies, monitor performance, manage and mobilise resources for the public health sector
and establish and enforce rules and regulations for the private sector [5]. A number of developing countries
have similar challenges in their health systems as the ones in Afghanistan that
described earlier in chapter one. For
example, being able effectively use computerised information systems require
having the necessary skill set and experience. Thus, training becomes important
for successful use of new technology and provides the possibility for
overcoming deficiency of skilled workforce. One of the required training
packages should focus on construction of reliable databases. The lack of
training in this area could lead to barriers in decision-making processes and
evidence-based practices. Provision of quality training, however, requires
significant investment in terms of time and money [6]. According to Kalogriopoulos
et al. (2009), developing countries do not have a well-developed health system
infrastructure. On the other hand, there are high rates of terminal illnesses,
such as HIV and malaria, which leaves millions of people in a major need of
medical assistance. It estimated that 95% of the population of developing
countries could potentially affected by these illnesses. Devastating illness
like HIV need constant care and treatment to held on a manageable level. For
this reason, basic paper-based medical record management practices are not
sufficient and should replace by more effective electronic medical records
(EMRs) systems [7]. Keeping medical records in paper-based form has been
sufficient in the past, but today in the 21st century there is a need for new
and better systems. Over time, paper-based systems have become increasingly
inefficient and are continuously failing to meet the evolving needs of the
health care providers [8]. With a
paper-based system, communication between different parties involved in the
provision of health is extremely difficult, especially in developing countries.
In United States for example, a paper-filed medical record may scan and sent to
another care provider or sometimes faxed to wherever it needs to go. In
developing countries, if a paper record medical record needs to see by a
different care provider or someone at a different location, then that paper
document would need to deliver to this new location by hand [9]. This
method takes a lot of time and is inefficient, adding a lot of overhead along
with the time it takes to conduct medical tests. For example, if a patient
needs to get some kind of test, he or she needs to
carry the paper record to the lab where the test would be administered, and
then, these test results in paper form would have to make their way all the way
back to the doctor in order to be analysed. It is obvious that paper-based
medical record keeping does not meet the needs of an efficient health care
model[10]. Despite the documented advantage of the EMR system,
most medical encounters with patients still recorded by hand by using a paper
record, and there is a reason for that. Traditional paper records still
considered familiar to users, they are portable, recording and browsing
information for patients with not complex conditions is easy[11]. There is
also a sense of ownership of paper records, due to their being only one copy,
which increases the sense of security. However, it should note that this might
well be a false sense of security [12]. 3.
SUGGESTED FRAMEWORK FOR EHRS
IMPLEMENTATION
The aim of this research is to use EHRs in instead of
paper-based system in the Ministry of Public Health (MoPH)
in Afghanistan. The main responsibility of the MoPH
in Afghanistan is to implementation EHRs framework in all provincial’s
hospitals and clinics[13]. Researcher suggest framework for EHRs implementation in
hospitals and clinics. Figure one,
illustrate framework for EHRs implementation. Figure 1: A framework for EHRs implementation Figure one, illustrate proposed framework for EHRs
implementation in Afghanistan. This framework has six main parts, the first
part is development of strategic plan (EHR policy, implementing ICT in health).
In second part focus on stockholders of proposed framework, government,
E-Health providers, healthcare providers and patients are stockholders for EHRs
framework. The third part of EHRs implantation framework is human resource
development/ capacity building, the third part focus on capacity building of
doctors, nurses and administrative staff. The
implementation of ICT in health needs to have professional staffs in hospitals
and clinics in rural and urban area. The fourth part of proposed framework
discussed about ICT infrastructure development. This part is including in ICT
device, connectivity, capacity and security. Fifth part discussed about patient education/
awareness, patient need to some short and long-term ICT training course for
increasing their knowledge. The sixth part focus on EHRs forms, mobile heath
records telemedicine. 4. METHODOLOGY
The main research methodology used in this research is
qualitative research. The initial step in this study is to conduct focus group
interviews with physicians, nurses, managers, and patients. Interviews
conducted at several hospitals in Afghanistan to illustrate the problems
relevant to EHRs development and healthcare in the country in general. In this research, the interviews complemented by a
focus group interviews study that goal to provide an in-depth description of
daily life and performance at three health centers -
two private hospitals and a public hospital. The researcher conducted to stockholders, the
researcher wrote stockholder need and how they interested to this research in
the first part of section. The researcher created a framework for EHR implementation
in Afghanistan’ health system. Researcher had interview with stockholders for
validation of the framework. In this research, the researcher did focus group
interview with 41 experts in six groups. Five groups included seven
interviewers and one group was include six experts. In this round of interviews conducted in
Ministry of public health and some public hospitals in Kabul city. Interview
conducted with policy makers in Ministry of public health, doctors, nurses and hospital staffs. In this round, twelve
interviewees were policy makers in Ministry of public health 8 of them were
male, four of them were female and policy makers had different working
experiences. Fourteen were doctors in hospitals, ten of them were
male, four were female, and doctors had different work experiences. Eight
experts were nurses, five nurses were female and three of them were male. Seven-interviewed expert were hospitals
management staffs, all of them were male. Researcher used stakeholders’ (interviewed experts)
opinions to validate the framework for EHRs implementation. The interviewed
experts (stakeholders) were including, Administrators, doctors, nurses and IT staffs. The interviewed experts filled out the
questionnaire. Interviewed experts were required to answer A as (Excellent), B
– (Good), C- (Adequate) and Not acceptable to the questions. 5.
DIFFUSION
OF INNOVATION FRAMEWORK EHR
According to James W. Dearing and Jeffrey G. Cox (2018), the
diffusion of innovation theory has broadly applied to
the study of information technology (IT) innovations for more than the last
decade and has provided insight into the adoption, implementation, infusion,
and diffusion of IT innovations. Diffusion of innovation has five steps:
knowledge stage, persuasion stage, decision stage, implementation stage,
conformation stage [14]. The knowledge is the main step of diffusion of
innovation theory for implementation the new idea in information technology.
The knowledge step happens when the researcher or a group of researchers have a
new opinion about a possible innovation and the “know-how” for the construction
of its [15]. For the
EHR implementation framework in Afghanistan, it is very
important to have an idea about personality characteristics of IT staff
in hospitals, social characteristics like as (using ICT), and communication
integration. In the knowledge stage, we answer what, how and why questions. In the following we answered to “what?”: The main aim of this research is the innovation of
implementation of the EHRs framework in the Ministry of public health in
Afghanistan. The diffusion of innovation of proposed framework give
answer to this question “How to transfer from paper-based system to electronic
health record management in Afghanistan?”. The framework has six parts
development strategic plan, stockholder, human resource development/ capacity
building, ICT infrastructures development, patient education/ awareness and E-health’s forms. The second part of the knowledge stage is
how-to-knowledge; the stockholders know how diffusion of innovation ICT can be
in the health system. The diffusion of innovation, having strategic plans in
the health system, gives the ability to policy makers in the Ministry of public
health to adopt EHRs implementation framework equal in all 34 provinces in
Afghanistan. Innovation of ICT infrastructures development is the
other part of framework EHRs implementation. The innovation of ICT
infrastructures is including ICT devices like hardware and software, the
diffusion of innovation connectivity hospitals and clinics to each other. The
innovation of security systems in all public and private hospitals and clinics. Human resource development/ capacity building is the
main part of diffusion of innovation framework EHRs implementation in
Afghanistan, without having professional IT staff in all provincial hospitals
and clinics it is not possible to adopt the framework of EHRs in the Ministry
of public health. The diffusion of innovation in some short and long-time
courses for IT staff, doctors, and nurses to increase their knowledge for using
new ICT infrastructures in the health system. Training courses are necessary to
updating knowledge of doctors, nurses, IT staff and patients for using new
technology. Doctors, nurses and IT staff in some provincial hospitals and
clinics have not enough knowledge about using ICT infrastructures like
computers, fast internet, routers, and switches. Social characteristics are very
important for the implementation of the EHR in the Ministry of Public
Health in Afghanistan. Social characteristics are including in a cultural
status, economic, quality, accountability, accessibility, cost and rather. Each
province's culture is especial, and attention to personality traits is
essential to achieving innovation in EHR implementation in Afghanistan. The answer to why question is as: In current time, the cost of health services is very high. The diffusion of innovation framework of EHRs
implementation is necessary to decrease the health services cost. Time is the
main factor for patients and health managers, then the diffusion of innovation
framework for EHRs implementation, could help to decrease lack of time. The
adopted EHRs framework could help to move from paper-based to electronic health
systems. 5.1. PERSUASION
The 99 percent stockholders (interviewers) mentioned
to the relative advantage of the diffusion of innovation framework for EHR
implementation in Afghanistan. In this way, the Ministry of Public Health could
provide good services to patients and hospitals staffs and clinics staffs in
all regions of the country. Through the EHR, patient health records and records
can be easily access, as well as the problem of loss of time. The relative
advantages of using ICT infrastructure to implement EHR in Afghanistan are as
follows: ·
The medical staffs like as (Doctors,
nurses, IT staffs and patients) could have easily access to data at their convenience; ·
The steps have decreased
and the health providers could provide the best health service to individuals.
With having good internet connections and the essential internet instrument
like as (switches, routers and servers), all very significant to provide better
services to patients; ·
Reduced lack of time; ·
Having relationship and share some data
between all hospitals and clinics; The relative advantage identified by 100 % interviewer
(stockholders). There is a clear need for patients to participate in training
courses on the use of new technology in the health care system. The reason is
that in some provinces, citizens do not take enough education. To solve this
problem, the government must create short-term and long-term courses to
increase the level of education of the people. Compatibility to diffusion of innovation EHR
implementation framework discussed in focus group interviews. The interview
experts admitted the innovation in the healthcare organisation by using and
implementing the EHRs instead of the paper-based healthcare system. Several
policy makers like as doctors and IT staffs experienced the necessity for
implementing EHRs and understood the interests of using ICT in the healthcare
system for instance, the
capability to provide information to patients in a protected technique
and in local languages like Dari and Pashto. The experience of interviewee displays that it is
essential to innovate in the healthcare organisation, and instead of the
paper-based system, the electronic health system must be use. The 98%
interviewed expert displays, which the attitude of the medical staffs is very important for the efficient admission of the ICT
infrastructure in the healthcare system. It is why this is essential to comfort
and facilitate adaptation to cultural values, beliefs
and attitudes. Compatibility of information and communication technology must
be in line with personal styles and skills, and ultimately significant
satisfaction and continuous use must be achieved. The concept of compatibility was identified in
completely the situations of focus group interviews. Established on the
interview a strong and clear essential recognised for patients to participate
in training courses related to the usage of innovative and new technology in
the healthcare system local language (Dari and Pashto). This is because in more
developing countries persons do not take enough education. To talk this, the
administration essentials to improve short and long-time courses to raise
individuals’ education levels and especially for women. A framework for EHRs implementation innovation might
confront hospitals and clinic members with the challenge of changing their
patient registration methodology to integrate the technological innovation into
their instruction; therefore, it might have different levels of complexity. If
hardware and software are user-friendly, then IT managers adopted successfully
for the delivery of medical materials. The user interface might be friendly and
designed in local language as Dari and Pashto. The electronic health record complexities are a useful
cause affecting appropriation. Incoming the information of each personal
patient into electronic health record is exact and complex, that means which
application designed to it end, must reject complexity. The maximum score was of complexity, said in 80 %.
Partial interview experts are facing complexities in using information
communication technology’s infrastructures approximately in the absence of
high-speed networks in rural and urban regions, the non-existence of expert IT
workforce, and the non-existence the information communication technology’s
infrastructures in overall. The complexity was recognize
in 78 % interviewers. Complexity discussions to the problem of admitting or
learning to usage a fresh awareness and knowledge. It might affect the speed at
which innovations that essential to improvement fresh skills and understandings
arrive appropriated. The execution of EHRs wants considerable learning since
they are multi-aim and complex systems. The hospitals workforce and patients
essential training courses for using the information communication technology
in the healthcare system. Trialability of diffusion of innovation framework for
EHRs implementation is major part of this research. The policy-makers
(decision makers) in Ministry of Public
Health of Afghanistan and hospitals (clinics) which have until now to adopt the
electronic health record will study from the knowledges of hospitals in
developed and developing nations which have earlier implemented electronic
heath records and might be additional expected to take up the fresh technology. Ninety two percent of interview experts discussed
about the trialability of EHRs implementation framework in Afghanistan.
Trialability done by several interview experts (stockholders) from examine out
different ICT infrastructures for comfort the move from the paper-based to EHRs
management system, for instance by using web-based electronic health record
systems in hospitals and clinics. Others usage mobile-based systems for
electronic health record. For instance, of using Trialability to support
adoption. ICT advantage from the Trialability of their product in two ways,
first as a new ICT infrastructure introduced, free samples make IT staff aware
of the product. The second once the IT infrastructures is well accepted, free
sample help IT staff introduce doctors, nurses and
patients to a new ICT infrastructure. By expert suggestion conferences and trade displays
for health and information technology specialists, technology sellers give
demonstrations that walk persons over the procedure of the innovation and hands-on
trial using it on imitation of the model. In the First-hand medical material
organizations could tried out with little promise over websites and application
services that do not need fully installing or converting to the new method. Observability mentioned in 95 % of three interview.
Observability attained by several interview experts (interviewee) via
examination out many ICT infrastructures for accepting the move from the
paper-based to EHRs management system, for example by usage web-based EHR
systems in hospitals and clinics. Others usage mobile-based systems for
electronic health record. In the observability step, some diffusion of
innovations is not easy to observe and thus might diffuse further slowly. This
is tough to observe a person’s experience with IT and even tougher when the
observer does not identify what to aspect for. A small number of innovations improve the long-term
framework EHRs implementation results but display no instant change in
outcomes. Instances are devices to lower the danger of main or recurrent
actions. Unknown new technology produces observable outcomes that need more
expertise to understand them and create them comprehensible, that technology
may be slower to diffuse. Instances are
novel devices that are expect to benefit a small, but
main, sub people within various categories. 5.2. DECISION
All interviewed experts (stakeholders) demonstrate,
the developed EHR framework excellently provides solutions to the main problems
(challenges) and also all interviewed experts are
willing to implement the recommendations in the proposed EHRs framework and
would recommend the framework to other organizations (private health sectors). All
stakeholders (interviewed experts) agree that EHR implementation is important
and beneficial in the health sector in Afghanistan. All the interviewed experts (stakeholders)
said, an important diffusion of innovation in the health sector is the
implementation of EHRs. The Ministry of
public health in Afghanistan needs to have the best strategy plan for EHR
innovation in hospitals, because without having a good strategy plan the
implementation of EHR is not possible in all 34 provinces and villages. The 99 percent of interviewed experts agreed to have
professional human resources for the implementation of EHRs in public health
sectors and private health sectors. The lick of human resources in hospitals
and clinics is a big problem. In some provinces, hospitals and clinics do not
have enough professional staffs (doctors, nurses and
IT staff). Interviewed experts said, people and patients need
long and short time training courses in using ICT and some programs in
television and in radio for increasing knowledge. The Ministry of Education
must add lessons in school’s books. Stakeholders said the implementation of EHRs in
Afghanistan need to have fast internet connection in all provinces and
villages. Internet connection is a very important instrument for EHRs implementation so the Ministry of health needs to have a
strategy plan to increase and send internet equipment to all villages. Stakeholders illustrated, people need to have fast and
low-cost internet connection to share information with his/ her doctor. The
internet cost is very high and connection is very
slow. High-speed internet connection can help with running online training
courses for hospitals and clinic staff in villages. Stakeholder said, improving patient knowledge is
necessary for a good e-health system. To moving from a paper-based health
record system to an electronic information, system is not feasible without
providing learning to health experts (professionals). There are no skilled
medical employees in the broad area of specializations and training programs to
increase basic health services. Figure 2: Framework
after validation Figure 2 illustrated, 100 % interviewed experts said
people and patients need friendly and easy applications for EHRs in local
languages such as (Dari and Pashto). Some people have not enough knowledge to
write and read in English language then patients and users do not use
applications for EHRs in English better. Figure 2 illustrated, 98 % interviewed experts
mentioned adding the Ministry of Information Technology and Ministry of
Education to the stockholder part of framework EHRs implantation in
Afghanistan. Interviewed experts said, help from the Ministry of IT and the
Ministry of Education are necessary to adopt EHRs implementation framework. 5.3. IMPLEMENTATION
Implementation is in the fourth position of
diffusion of innovation operation. At implementation step, working on
innovations can vary depending on the situation. In this view, the usefulness
of the innovation is determined and
additional information is review. Implementation occurs when individuals or
other decision-making teams combine the new idea and start using the EHR. 5.4. CONFIRMATION
The verification (confirmation) step occurs when
population of people search to finalize decisions they have already built.
However, if persons are expos to conflicting messages about innovation, a
decision may exchange. Every of these steps discussed because it relates to the
implementation of the EHR to support the existing health record management
(which is currently enable by paper-based systems). 6.
CONCLUSION
Afghanistan
government has responsibility to do same health services to all citizens.
Government promised to move health system from paper-based system to electronic
system, Afghanistan government need to have health electronic system like as
framework for implementation EHR in all provinces. Afghanistan government was
interested to have easily, fast and cheaper health
services to all people. The Ministry of
public health is health provider for all Afghan people, stakeholders are policy
maker work at the Ministry of public health (some doctors of hospital are
policy maker). Policy maker tooled, the Ministry of public health in
Afghanistan need to have strategic plan and policy of adoption of EHR in all
provinces hospitals. Policy makers involved to make strategic plan for to give
good and easily health services to all citizen in Afghanistan. The stockholders
(doctors and nurses), stockholders mentioned to the ministry of public health
need to move from paper-based record system to electronic health record for
gave good, easily and low-cost health services to
people. Also, for implementation of EHRs need to infrastructures, professional
staff, some training courses for doctor, nurses and
hospital staffs. Stockholders (doctor and nurses),
were involved in our research, I asked some questions about my research from
the stockholders (doctors, nurses and hospitals staffs) and I got information
and idea to use in my research. The hospital’s IT
staff and managers have responsibility to provide electronic services into all
hospital. IT managers and IT staffs are stockholders for implementation EHRs in
Afghanistan health system. The hospitals work staff and managers were involved
in our research. I had some questions about registration system in hospitals,
IT infrastructures and using computerized system for patient’s registration,
training course for increasing their knowledge then managers and staffs
prepared and give information to me.
Managers and staff mentioned to points that they need like as internet
connection, ICT infrastructures, and some short and long-time training courses.
Managers and staff were interested to have a good framework for implantation of
EHR in hospital. Patients were
interested to have fast and cheaper health system services. Patients could see
their histories, so patient need to know about using the EHRs, for this purpose
patient need to some training course. Patient mention to village’s clinics needs
to internet connection and ICT infrastructures in hospital and clinics in all
villages. All interview experts (Ministry of Health policy makers, physicians, nurses, management staff, patients) said which the Afghan health system need to has a useful hospital information system in all hospitals and clinics to establish the best services to the citizens of Afghanistan. In a focus group interview with policymakers at the Ministry of Health, they said that a national policy is very important for the health service. Special questions from policy makers asked about creating the useful EHR policy for hospitals and clinics in all provinces. Policymakers noted that it is necessary to implement national policies. To formulate such a policy, policymakers must focus on the challenges of each province and village. All stockholders said that they help to implantation of EHR n hospitals in all provinces. SOURCES OF FUNDINGThis research received no specific grant from any funding agency in the public, commercial, or not-for-profit sectors. CONFLICT OF INTERESTThe author have declared that no competing interests exist. ACKNOWLEDGMENTNone. REFERENCES
[1]
J.
Scholl, S. Syed-abdul, and L. Awad, “A case study of an EMR system
at a large hospital in India: Challenges and strategies for successful
adoption,” J. Biomed. Inform., vol. 44, no. 6, pp. 958–967, 2011, doi: 10.1016/j.jbi.2011.07.008.
[5]
B.
A. Y. Al-nassar, M. S. Abdullah, W. Rozaini, and S. Osman,
“Overcoming challenges to use Electronic Medical Records System (EMRs) in
Jordan Hospitals,” vol. 11, no. 8, pp. 51–58, 2011.
[6]
S.
T. Mm. Shrikant I. Bangdiwala, Sharon Fonn MBBCh, “Workforce Resources for
Health in Developing Countries,” 2006.
[7]
N.
A. Kalogriopoulos, J. Baran, A. J. Nimunkar, and J. G.
Webster, “Electronic Medical Record Systems for Developing Countries: Review,”
2009.
[8]
S.
Ajami, S. Ketabi, S. S. Isfahani,
and A. Heidari, “Readiness Assessment of Electronic
Health Records Implementation,” vol. 19, no. November, pp. 224–227, 2011, doi: 10.5455/aim.2011.19.224-227.
[9]
S.
S. Ravindra, R. Chandra, and V. S. Dhenesh, “A Study of the Management of
Electronic Medical Records in Fijian Hospitals,” 2015. [10] H. S. F. Fraser, P. Biondich, D. Moodley, S. Choi, B. W. Mamlin, and P. Szolovits, “Implementing electronic medical record systems
in developing countries,” Inform. Prim. Care, vol. 13, pp. 83–95, 2005, doi: 15992493. [11] N. Huba and Y. Zhang, “Designing
patient-centered personal health records (PHRs): Health care professionals’
perspective on patient-generated data,” J. Med. Syst., vol. 36, no. 6, pp.
3893–3905, 2012, doi: 10.1007/s10916-012-9861-z. [12] G. Millar, A. M. Saks, and G.
Tomlinson, “The practice of,” J. Am. Med. Informatics Assoc., vol. 7, no. 1,
pp. 1–20, 2000, doi: 10.1197/jamia.M1097.Affiliations. [13] W. Newbrander, P. Ickx,
F. Feroz, and H. Stanekzai,
“Afghanistan’s basic package of health services: its development and effects on
rebuilding the health system.,” Glob. Public Health, vol. 9 Suppl 1, no. July
2016, pp. S6-28, 2014, doi:
10.1080/17441692.2014.916735. [14] J. W. Dearing and J. G. Cox,
“Diffusion of innovations theory, principles, and practice,” Health Aff., vol. 37, no. 2, pp. 183–190, 2018, doi:
10.1377/hlthaff.2017.1104. [15] X. Zhang, P. Yu, J. Yan, and I. T.
A. M. Spil, “Using diffusion of innovation theory to understand the factors
impacting patient acceptance and use of consumer e-health innovations: a case
study in a primary care clinic,” pp. 1–15, 2015, doi:
10.1186/s12913-015-0726-2. .
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