SlideShare une entreprise Scribd logo
1  sur  8
Télécharger pour lire hors ligne
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
TOWARDS EHR INTEROPERABILITY IN TANZANIA 
HOSPITALS: ISSUES, CHALLENGES AND 
OPPORTUNITIES 
Lawrence Nehemiah 
School of Computation Communication Science and Engineering, Nelson Mandela 
African Institution of Science and Technology, Arusha, Tanzania 
ABSTRACT 
This study aimed at identifying the issue, challenges and opportunities from the health consumers in 
Tanzania towards interoperability of electronic health records. Reaching that level of seamless data 
sharing among Hospitals needs the cooperation of all stakeholders especially the health consumer whose 
data are the ones to be shared. Without their acceptance that means there is nothing to share. Recognizing 
that we conducted a study in Tanzania to identify the challenges, issues and opportunities towards health 
information exchange through interoperable EHRs. The study was conducted in three major cities of 
Tanzania to identify the security, privacy and confidentiality issues of information sharing together with 
related challenges to data sharing. This was in order to come up with a clear picture of how to implement 
some EHRs that will be trusted by health consumers. The participants (n=240) were surveyed on computer 
usage, EHRs knowledge, demographics, security and privacy issues. A total of 200 surveys were completed 
and returned (83.3% response rate). Among them 67.5% were women, 62.6% had not heard of EHRs, 73% 
were highly concerned about the privacy and security of their information. 75% believed that introduction 
of various security mechanisms will make EHRs more secure and thus better. We conducted a number of 
chi-square tests (p<0.05) and we realized that there was a strong relationship among the variable of age, 
computer use, EHRs knowledge and the concerns for privacy and security.The study also showed that there 
was just a small difference of 8.5% between those people who think EHRs are safer than paper records and 
those who think otherwise. The general observation of the study was that in order to make EHRs successful 
in our Hospitals then the issue of security, and health consumer involvement were they two key towards the 
road of successful EHRs in our hospitals practices and that will make consumers more willing to allow 
their records to be shared among different health organizations. So besides the issues identified, this study 
helped us to identify the key requirements which will be implemented in our proposed framework. 
KEYWORDS 
Electronic Health Record (EHR), Privacy, Security, Interoperability, Paper-records. 
1. INTRODUCTION 
The sharing of electronic health information amongst healthcare providers is projected to provide 
prospective benefits for the healthcare users in the near future due to improved quality, safety, 
and efficiency in the whole process of care delivery. The successful process of health information 
DOI : 10.5121/ijcsea.2014.4404 29
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
sharing will also offer users with new and effective means for cooperating with their healthcare 
providers than it is now in the managing of their data. These benefits are in line with the strategic 
goals stated in a report by the Ministry of Health and Social Welfare (MoHSW) in 2013 that is to 
“enable the health sector to operate more effectively as a connected system, overcoming 
fragmentation and duplication of service delivery” and also “make patient care safe and effective 
by ensuring that the correct information is available in a timely manner, where it is needed and to 
whom it is needed” [1]. With these goals towards increasing the impact of information 
technology in health sector, then the use of Electronic Health Records is becoming unavoidable. 
Studies show that it is only a matter of time before the traditional paper-based record keeping is 
replaced by the electronic one [2]. The target is to establish a shared patient’s medical history 
from the day they are born and throughout their lifetime [3]. However with these promising 
benefits there are also come some issues especially from the consumers about the safety of the 
whole process. There are some concerns about security, privacy and confidentiality of patient 
data that are the key to sharing healthcare information [4]. Some patients are willing for the 
sharing of their medical records electronically only when they are assured of the privacy and 
confidentiality.That is, they will not freely feel like giving out any intimate details about their 
health unless they are assured that no one else who is not involved in their health issues will get 
their medical records. This is one of the major setbacks that this study has found towards the 
sharing of medical records in Tanzania through implementation of interoperable EHRs. Some of 
them say that they prefer paper based health records since it is hard for someone to breach due to 
its bulky nature. So it is mainly privacy that the consumers are concerned about when it comes to 
any record system which is electronic. On the other hand there are patient who were concerned 
about their privacy but also said the advantages that the EHRs are promising outweigh the risks 
that they may encounter to privacy while others show no problem at all with privacy issues. There 
are some other technical challenges towards this goal of health information sharing the major one 
being lack of standardized electronic health records among different healthcare setups. This is 
caused by the lack of common infrastructure amongst hospital information technology and EHR 
systems. Another barrier has been identified as the lack of semantics in the interoperability 
approaches. Semantic interoperability involves the structure of the exchanged data and the coding 
system involved for the common interpretation of the transferred data [5]. However this study has 
shown that development in the semantic web technology has some good and promising benefits 
in trying to solve the issues concerned with semantic interoperability. 
2. METHODOLOGY 
30 
2.1SURVEY DESIGN 
In this study about 240 participants were involved, the sample population was taken from three 
different hospitals in Tanzania located in three different regions; therefore this sample targeted 
was mainly from those people who were in the process of receiving healthcare and others were 
those who just accompanied their loved ones to the hospital. The reason for this is due to the fact 
that these people who were found at the point of care will be more alarmed and attentive of their 
medical information than those at home for example. 
We obtained the participants through a two steps process. The first one was first to locate where 
we should go for the survey and to obtain a go ahead form the involved hospitals so as to allow 
their patients and some staff to be involved in the study. We send some introduction letters which
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
were outlining the whole study aim to each of these hospitals (Arusha Lutheran Medical Center, 
Bugando hospital, and Muhimbili National Hospital) and asking for a permission to use their 
centers in the survey process. A total of three letters were sent out in which the time required for 
the whole process to be completed was mentioned. The second step involved preparing the survey 
itself which involved some questionnaires to be filled out by the participants. We distributed a 
minimum of 80 questionnaires in each hospital involved. The study took about a month to 
complete. The response were positive from all the three hospitals involved and we managed to get 
back a total of 200 responses. 
Besides the survey which was mainly done to the health consumers, we were also conducting a 
simultaneous system study to address some technical issues involved with the systems in the 
selected hospitals. We did this by observing and oral interview with the systems administrators. 
31 
2.2 DATA ANALYSIS 
In the study we included some demographic questions such as age and sex so as to determine 
whether there was any relationship that would be clearly attributed to the qualities of such kind of 
information. 
We first analyzed our data by using the standardized descriptive statistics. Later the further 
analysis was done to point out any statistically significant results by using chi-square analysis. In 
this analysis the dependent variables in each case were the concern of the participants on health 
information sharing through EHRs, privacy and security of their medical information and the 
answers to the question whether they believed that EHRs were more secure and efficient than the 
paper-based records which is dominant as of now. By using SPSS v20 all the analyses were 
computed and a 2-tailed significance at the level of P<0.05 was considered. 
3. RESULTS 
We were able to get 200 responses which is a response rate of 83.3 %. The demographics 
outcomeshave revealed that the majority of the people who partook this survey were between the 
ages of 20 and 40 which indicate that those attending healthcare providers were in their 20s or 
approaching middle age. There were more women than men and this is just to keep on proving 
the fact most of those attending the hospitals are women just as some other studies which were 
done before like the one which was done in New Zealand by Chhanabhai and Holt [6]. In our 
study there were 135 women which make up 67.5% of all respondents. Most people who 
participated in this study were regular computer users (80%), e-mail users were (78%), and 
internet users were (72%). 
One of the questions that the participants were asked is about their concerns in regard to the 
confidentiality and privacy of their health records and it was found out that in general the 
participants were concerned about their health information. The results are as follows:
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
32 
Table 1: Participants concerns about the confidentiality and privacy of their health records 
YES NO NOT SURE TOTAL 
No. of participants 146 42 12 200 
Percentage 73 21 6 100 
We also compiled a list of all likely possible problems that may be faced with the use of EHRs 
and presented to the participants. The results indicated that the majority of the participants 
perceived that the EHR will surely lead to easy sharing of their medical records. Though 40% 
believed that EHRs will also lead to simpledisclosure of their delicate medical information and 
shared without their consent (39%). The participants were asked of whether the EHRs will 
increase the occurrence of medical errors and 37% agreed while those who did not agree were 
39%. This show that the issue of medicinal errors when using interoperable EHRs was not of so 
much concern to the health consumers. Participants believed that EHRs will have issues on the 
access methods with 53% believing that EHRs have an in-built weakness in its security system 
and 30% believing that EHRs would have a strong security mechanism. 
Since the EHRs are implemented in the same platforms as other computer systems we then 
introduced a list of common problems that are occurring in everyday computer systems and asked 
the participants to rank them as either they believe or otherwise that those common problems will 
also be faced when using EHRs. Some of those problems are the manufacturer’s access, hackers, 
viruses and malicious software. We grouped them into three that is agree, neutral and disagree. 
Table 2 below gives then summary of the results: 
Table 2: Participants’ perceptions on common problems of computer systems that can also affect EHRs 
Agree Neutral Disagree Total (%) 
Hackers 79.5 5 15.5 100 
Malicious software 69 12 19 100 
Manufacturer 
70 13 17 100 
access 
Backup failure 51 11 38 100 
On the introduction of different kinds of security measures that could be implemented with the 
EHRs, most of the participants agreed that will make the EHRs more secure and more acceptable. 
Some mechanisms that were introduced to the participants were the use of antiviruses, 
implementing restricted system access, the use of firewalls, and encryption mechanisms. 75% of 
the respondents agreed that this will make EHRs more secure and acceptable.
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
33 
Table 3: The perceptions on whether security will increase on the introduction of different security 
mechanisms 
Strongly agree Agree Neutral Disagree Strongly disagree 
Antivirus 49 30.3 10.7 6.6 3.4 
Firewall 60.1 28.3 5 4.3 2.3 
Restricted 
56.7 31 5 4 3.3 
access system 
Audit log 50.3 36 7 3.7 3 
Encryption 50 30.4 11.3 5 3.3 
Due to the fact that most hospitals in Tanzania are still far behind on using IT in their day to day 
activities and they are still keeping records on papers, we included another quantitative measure 
as to whether they believed EHRs were more secure than paper records or otherwise. This helped 
us to see the real reason behind low adoption of EHRs as well as the user acceptance level of the 
EHR. Due to the nature of our healthcare environment it was assumed that the participants would 
believe that paper records are still safer and we expected a big difference between these two 
answers. Surprisingly the results from this study indicated otherwise. There was only a difference 
of 8.5% between those who favored the paper records and those who favored the EHRs. 53.5% of 
the contributors believed more in the paper records and among the reasons which were 
frequentlystatedis that most don’t trust computers because they have a habit of crushing while 
others said they were afraid of hackers. In the general commentaries, hackers were 
statedaround105 times which makes up 61% of those who believed the paper records were safer. 
So this brings us back to the same conclusion that most of the participants still believe that the 
security is not strong enough with EHRs. 45% agreed that the EHRs are safer than paper records 
and most of them said it was because papers get lost or damaged and sometimes misplaced; this is 
the main reason mentioned to move to the EHRs. 
We carried out a chi-square test on all the questions involved and the dependent variables were 
participant’s concern for privacy and security of their records, participants’ answers to the 
questions of paper records safety against electronic ones. 
The following is what was found out from the test where at each case P<0.05: 
i. Most of the younger age group didn’t care so much about the security concerns due to the 
fact that they were more familiar with computers (P=0.02) 
ii. Worries of security was mainly shown by women group since they are the greater users 
of the healthcare (P=0.06) 
iii. Consumers agreed that EHRs will provide most of the benefits that have been proposed 
since they are consumer-focused (P=0.04). 
iv. Consumers when introduced to a list of negative aspects of EHRs, will agree that EHR 
may rise a number of concerns for them (P=0.03). 
v. When consumers are made aware of the security measures that may be in place, they 
believe that their records will be more secure (P=0.01).
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
34 
4. DISCUSSION AND CONCLUSION 
From our study we observed that the issue of security and privacy have been then major concern 
of the health consumers, and this issue is not only for Tanzania but worldwide. According to 
Dechene, he conducted a study on the barriers to health information sharing and found out that 
most health consumers will not accept the idea of sharing their medical records if there will not 
be proper security and privacy mechanisms in place [7]. These two concerns are mentioned as the 
most contributors to the limited growth of EHRs and their acceptance by consumers. This is very 
important to address because it is one of the barriers that keeps most if the hospitals from sharing 
their medical records. There were some previous studies like this one which came up with the 
same observation [8]. Those studies did show that EHRs pose a problem when it comes to 
keeping their information private and confidential. From our study similar opinions can be 
observed. Not only that the health consumers are concerned about privacy and security but also 
about unauthorized access by some people. A recent study by Butler concluded that most patient 
will be unwilling to share their medical information if trust is lacking and they believed that the 
most part of the trust should come from the healthcare providers themselves [9]. Therefore we 
can conclude that the Tanzania health consumers should be made comfortable by ensuring that 
the issue surrounding privacy and security of their health records are clearly addressed before 
taking any further step towards the implementation of interoperable EHRs for health information 
exchange. This was also observed by a study by Dimitropoulos where he concluded that in order 
to ensure a wide spread of health consumer participation in the whole process of health 
information sharing then their participation in determining how the process should take placeis 
very crucial regardless of their varying levels of privacy and security concerns [10]. 
We have also showed that many of the participants in the study were worried about hackers who 
can get access to their health information, but the reality is only 20% of the unauthorized data 
access are coming from hackers [11]. Most of the access breaches are in fact the job of the inside 
personnel or the insufficiency of the operational policies in most of the hospitals. Just as a simple 
example in one of the hospitals that I went for a field study I was allowed to access the real 
patient data with names and some details. So in this regards we propose that it is important to 
educate the consumers as to where the impending dangers come from and how they can be 
dismissed and monitored. 
Furthermore we have shown that there was a slightly small difference in the total outcome 
between the participants who believed paper records were safer than the EHRs and those who 
believed otherwise. From what most of them said it can be concluded that the only thing that will 
increase more trust to the EHRs will be the improved security mechanisms. This was a bit 
surprising result since it was hypothesized that the difference between the two answers would 
have been bigger. That is due to the nature of our healthcare environment we expected most 
people would say paper records are safer than EHRs and the difference would have been so big 
but the difference was just 8.5%. This may lead us to assume that if the health consumers are 
aware of the security mechanisms and they are a little familiar on how they are operating then 
their perceptions of security of EHRs will be increased and they will tend to trust more on the 
electronic records.
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
We also found out that most participants believed that all the advantages promised by the EHR 
would be beneficial to the health system. This was supported by a number of replies in the 
comments where some of them said the advantage of EHRs far outweigh their disadvantages and 
also some others said if they could be assured of the security measures which are correctly 
implemented then they will then turn to the EHRs. So this indicates that not only do the consumer 
know about the advantages that are found in EHRs and can never be found in the paper records 
but also they are willing to share their records electronically if they are assured of the security to 
their information. The same results were found in a similar study which was done in New 
Zealand in 2007 by Chhanabhai et al [12]. In their study about 60% believed paper records were 
safer than electronic ones but they said if the EHRs are given strong security mechanisms then 
they will consider EHRs safer than paper records. 
In any field involving technology user acceptance is very important even than the technology 
itself and that is even more important in health sector and these results have shown us that it is 
not that the EHRs are not accepted but there are some areas especially security wise that needs to 
be addressed first. So there is a need of proper measures to be put in place to ease the worries of 
consumers and increase the acceptance level of the EHRs. Sometimes the worries are caused 
simply by the traditionaldissimilarities, newness to the technology, or merely the sense that health 
information is too personal to be shared among different healthcare providers. 
5. THE STUDY LIMITATIONS 
Time of the study was crucial. This study was limited to less than a year and that is why we only 
included the participants from only three major cities and we didn’t go up to the rural areas. So 
for any future study like this it is advised to have more time to reach even the villages and maybe 
some location factors and a larger population sample may play a significant role in the results. 
However even though the time was very limited we were able to achieve what we aimed for the 
study. 
6. ACKNOWLEDGEMENTS 
We would like to thank all the people and the healthcare organizations who participated in this 
study. 
35
International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 
36 
REFERENCES 
[1] MoHSW. (2013). Tanzania National eHealth Strategy June, 2013 – July, 201 8. Available: 
www.tzdpg.or.tz/fileadmin/documents/dpg_internal/dpg_working_groups_clusters/cluster_2/health/K 
ey_Sector_Documents/Tanzania_Key_Health_Documents/Tz_eHealth_Strategy_Final.pdf. Last 
accessed 31st July 2014. 
[2] Gillies J, Holt A. Anxious about electronic health records? No need to be. N Z Med J. 2003; 
116:U604. [PubMed: 14581956] 
[3] Gordon, A. (2012). Accelerating Electronic Information Sharing to Improve Quality and Reduce 
Costs in Health Care. Available: http://www.neilstoolbox.com/bibliography-creator/reference-website. 
htm. Last accessed 26th July 2014. 
[4] Francis, L. (2012). When patients interact with EHRs: problems of privacy and confidentiality. 
Houston Journal of Health Law & Policy. 12 (n), p171-199. 
[5] Roney, K. (2012). If Interoperability is the Future of Healthcare, What's the Delay? Available: 
http://www.beckershospitalreview.com/healthcare-information-technology/if-interoperability-is-the-future- 
of-healthcare-whats-the-delay.html. Last accessed 20th July 2014. 
[6] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and 
Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 
(1), p1-8. 
[7] Dechene, J. (2010). The Challenge of Implementing Interoperable Electronic Medical Records. 
Annals of Health Law. 19 (1), p195-204. 
[8] Francis, L. (2012). When patients interact with EHRs: problems of privacy and confidentiality. 
Houston Journal of Health Law & Policy. 12 (n), p171-199. 
[9] Butler, M. (2014). Consumers Might Withhold Information if Trust in EHRs is lacking. Available: 
http://journal.ahima.org/2014/03/21/consumers-might-withhold-information-if-trust-in-ehrs-is-lacking/. 
Last accessed 24 July 2014. 
[10] Dimitropoulos, L., Patel, V., MApSt, S., Posnack, S. (2011). Public Attitudes toward Health 
Information Exchange: Perceived Benefits and Concerns. THE AMERICAN JOURNAL OF 
MANAGED CARE. 17 (n), p111-116. 
[11] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and 
Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 
(1), p1-8. 
[12] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and 
Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 
(1), p1-8.

Contenu connexe

Tendances

Personal Health Record Management System
Personal Health Record Management SystemPersonal Health Record Management System
Personal Health Record Management SystemYogeshIJTSRD
 
IT with health & communication
IT with health & communicationIT with health & communication
IT with health & communicationKsoft Technologies
 
ICT4Health 2015 - J Watkins
ICT4Health 2015 - J WatkinsICT4Health 2015 - J Watkins
ICT4Health 2015 - J Watkinsfortuin2015
 
Healthcare receivers’ acceptance of telecardiology in Malaysia
Healthcare receivers’ acceptance of telecardiology in MalaysiaHealthcare receivers’ acceptance of telecardiology in Malaysia
Healthcare receivers’ acceptance of telecardiology in MalaysiaTELKOMNIKA JOURNAL
 
Technology on clinical service delivery among caregivers and patients in maku...
Technology on clinical service delivery among caregivers and patients in maku...Technology on clinical service delivery among caregivers and patients in maku...
Technology on clinical service delivery among caregivers and patients in maku...Alexander Decker
 
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)Nawanan Theera-Ampornpunt
 
Decentralized trials white paper by Andaman7
Decentralized trials white paper by Andaman7Decentralized trials white paper by Andaman7
Decentralized trials white paper by Andaman7Lio Naveau
 
Further Evidence of How Technology Availability Doesn’t Guarantee Usage
Further Evidence of How Technology Availability Doesn’t Guarantee UsageFurther Evidence of How Technology Availability Doesn’t Guarantee Usage
Further Evidence of How Technology Availability Doesn’t Guarantee UsageHealth Informatics New Zealand
 
Consumer health informatics for people who use AAC: Views on e-health records...
Consumer health informatics for people who use AAC: Views on e-health records...Consumer health informatics for people who use AAC: Views on e-health records...
Consumer health informatics for people who use AAC: Views on e-health records...Bronwyn Hemsley
 
Univ. of IL Physicians Q Study
Univ. of IL Physicians Q StudyUniv. of IL Physicians Q Study
Univ. of IL Physicians Q StudyDavid Donohue
 
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia Mione
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia MioneFattori - Considerazioni su E-Patient - In collaborazione con Giorgia Mione
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia MioneGiuseppe Fattori
 
The Case Study of an Early Warning Models for the Telecare Patients in Taiwan
The Case Study of an Early Warning Models for the Telecare Patients in TaiwanThe Case Study of an Early Warning Models for the Telecare Patients in Taiwan
The Case Study of an Early Warning Models for the Telecare Patients in TaiwanIJERA Editor
 
A crucial factor for successful implementation of e health projects in develo...
A crucial factor for successful implementation of e health projects in develo...A crucial factor for successful implementation of e health projects in develo...
A crucial factor for successful implementation of e health projects in develo...Alexander Decker
 
Clinical Information Systems and Electronic Health Records (October 18, 2021)
Clinical Information Systems and Electronic Health Records (October 18, 2021)Clinical Information Systems and Electronic Health Records (October 18, 2021)
Clinical Information Systems and Electronic Health Records (October 18, 2021)Nawanan Theera-Ampornpunt
 
422 3 smart_e-health_care_using_iot_and_machine_learning
422 3 smart_e-health_care_using_iot_and_machine_learning422 3 smart_e-health_care_using_iot_and_machine_learning
422 3 smart_e-health_care_using_iot_and_machine_learningaissmsblogs
 

Tendances (19)

Personal Health Record Management System
Personal Health Record Management SystemPersonal Health Record Management System
Personal Health Record Management System
 
IT with health & communication
IT with health & communicationIT with health & communication
IT with health & communication
 
ICT4Health 2015 - J Watkins
ICT4Health 2015 - J WatkinsICT4Health 2015 - J Watkins
ICT4Health 2015 - J Watkins
 
Healthcare receivers’ acceptance of telecardiology in Malaysia
Healthcare receivers’ acceptance of telecardiology in MalaysiaHealthcare receivers’ acceptance of telecardiology in Malaysia
Healthcare receivers’ acceptance of telecardiology in Malaysia
 
Technology on clinical service delivery among caregivers and patients in maku...
Technology on clinical service delivery among caregivers and patients in maku...Technology on clinical service delivery among caregivers and patients in maku...
Technology on clinical service delivery among caregivers and patients in maku...
 
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)
Leveraging Clinical IT for Dengue: Opportunities for Tomorrow (Abstract)
 
Decentralized trials white paper by Andaman7
Decentralized trials white paper by Andaman7Decentralized trials white paper by Andaman7
Decentralized trials white paper by Andaman7
 
Towards Effective use of Information and Communication Technology (ICT) Appli...
Towards Effective use of Information and Communication Technology (ICT) Appli...Towards Effective use of Information and Communication Technology (ICT) Appli...
Towards Effective use of Information and Communication Technology (ICT) Appli...
 
Online Herbal Prescriptions
Online Herbal PrescriptionsOnline Herbal Prescriptions
Online Herbal Prescriptions
 
Further Evidence of How Technology Availability Doesn’t Guarantee Usage
Further Evidence of How Technology Availability Doesn’t Guarantee UsageFurther Evidence of How Technology Availability Doesn’t Guarantee Usage
Further Evidence of How Technology Availability Doesn’t Guarantee Usage
 
Consumer health informatics for people who use AAC: Views on e-health records...
Consumer health informatics for people who use AAC: Views on e-health records...Consumer health informatics for people who use AAC: Views on e-health records...
Consumer health informatics for people who use AAC: Views on e-health records...
 
Univ. of IL Physicians Q Study
Univ. of IL Physicians Q StudyUniv. of IL Physicians Q Study
Univ. of IL Physicians Q Study
 
Medical Informatics
Medical InformaticsMedical Informatics
Medical Informatics
 
Communicating in a Technical World: Physician-Patient Challenges in Rural Ame...
Communicating in a Technical World: Physician-Patient Challenges in Rural Ame...Communicating in a Technical World: Physician-Patient Challenges in Rural Ame...
Communicating in a Technical World: Physician-Patient Challenges in Rural Ame...
 
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia Mione
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia MioneFattori - Considerazioni su E-Patient - In collaborazione con Giorgia Mione
Fattori - Considerazioni su E-Patient - In collaborazione con Giorgia Mione
 
The Case Study of an Early Warning Models for the Telecare Patients in Taiwan
The Case Study of an Early Warning Models for the Telecare Patients in TaiwanThe Case Study of an Early Warning Models for the Telecare Patients in Taiwan
The Case Study of an Early Warning Models for the Telecare Patients in Taiwan
 
A crucial factor for successful implementation of e health projects in develo...
A crucial factor for successful implementation of e health projects in develo...A crucial factor for successful implementation of e health projects in develo...
A crucial factor for successful implementation of e health projects in develo...
 
Clinical Information Systems and Electronic Health Records (October 18, 2021)
Clinical Information Systems and Electronic Health Records (October 18, 2021)Clinical Information Systems and Electronic Health Records (October 18, 2021)
Clinical Information Systems and Electronic Health Records (October 18, 2021)
 
422 3 smart_e-health_care_using_iot_and_machine_learning
422 3 smart_e-health_care_using_iot_and_machine_learning422 3 smart_e-health_care_using_iot_and_machine_learning
422 3 smart_e-health_care_using_iot_and_machine_learning
 

En vedette

Impact of Green Marketed Product on Consumer Purchase Decision
Impact of Green Marketed Product on Consumer Purchase DecisionImpact of Green Marketed Product on Consumer Purchase Decision
Impact of Green Marketed Product on Consumer Purchase DecisionKUMAR GAURAV
 
Green Strategy Presentation
Green Strategy   PresentationGreen Strategy   Presentation
Green Strategy PresentationSabrina_08
 
Green Management
Green ManagementGreen Management
Green ManagementOwen Vinson
 
Green business process management ppt
Green business process management pptGreen business process management ppt
Green business process management pptdeep sharma
 
Assessment the impact of Sales promotion tools on increasing Consumers purcha...
Assessment the impact of Sales promotion tools on increasing Consumers purcha...Assessment the impact of Sales promotion tools on increasing Consumers purcha...
Assessment the impact of Sales promotion tools on increasing Consumers purcha...David mwakanyamale
 

En vedette (6)

The Green Consumerism
The Green ConsumerismThe Green Consumerism
The Green Consumerism
 
Impact of Green Marketed Product on Consumer Purchase Decision
Impact of Green Marketed Product on Consumer Purchase DecisionImpact of Green Marketed Product on Consumer Purchase Decision
Impact of Green Marketed Product on Consumer Purchase Decision
 
Green Strategy Presentation
Green Strategy   PresentationGreen Strategy   Presentation
Green Strategy Presentation
 
Green Management
Green ManagementGreen Management
Green Management
 
Green business process management ppt
Green business process management pptGreen business process management ppt
Green business process management ppt
 
Assessment the impact of Sales promotion tools on increasing Consumers purcha...
Assessment the impact of Sales promotion tools on increasing Consumers purcha...Assessment the impact of Sales promotion tools on increasing Consumers purcha...
Assessment the impact of Sales promotion tools on increasing Consumers purcha...
 

Similaire à Towards ehr interoperability in tanzania

The Electronic Health Record
The Electronic Health RecordThe Electronic Health Record
The Electronic Health RecordChristy Hunt
 
An Electronic Health Record ( Ehr )
An Electronic Health Record ( Ehr )An Electronic Health Record ( Ehr )
An Electronic Health Record ( Ehr )Tracy Huang
 
Introduction Healthcare system is considered one of the busiest.pdf
Introduction Healthcare system is considered one of the busiest.pdfIntroduction Healthcare system is considered one of the busiest.pdf
Introduction Healthcare system is considered one of the busiest.pdfbkbk37
 
NURS 521 Nursing Informatics And Technology.docx
NURS 521 Nursing Informatics And Technology.docxNURS 521 Nursing Informatics And Technology.docx
NURS 521 Nursing Informatics And Technology.docxstirlingvwriters
 
Evaluation of Cloud-based Personal Health Records
Evaluation of Cloud-based Personal Health RecordsEvaluation of Cloud-based Personal Health Records
Evaluation of Cloud-based Personal Health RecordsAbdussalam Alawini
 
Implementing The Affordable Care Act Essay
Implementing The Affordable Care Act EssayImplementing The Affordable Care Act Essay
Implementing The Affordable Care Act EssayMichelle Love
 
Ethical Implications Of Electronic Health Records
Ethical Implications Of Electronic Health RecordsEthical Implications Of Electronic Health Records
Ethical Implications Of Electronic Health RecordsLeslie Lee
 
Modern Era of Medical Field : E-HealthFull Text
Modern Era of Medical Field : E-HealthFull Text Modern Era of Medical Field : E-HealthFull Text
Modern Era of Medical Field : E-HealthFull Text ijbbjournal
 
Running Head ELECTRONIC HEALTH RECORDS .docx
Running Head ELECTRONIC HEALTH RECORDS                           .docxRunning Head ELECTRONIC HEALTH RECORDS                           .docx
Running Head ELECTRONIC HEALTH RECORDS .docxtodd271
 
Evolution of Health Care Paper and TimelineThere are specifi.docx
Evolution of Health Care Paper and TimelineThere are specifi.docxEvolution of Health Care Paper and TimelineThere are specifi.docx
Evolution of Health Care Paper and TimelineThere are specifi.docxSANSKAR20
 
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docxpriestmanmable
 
A study of components and practices in
A study of components and practices inA study of components and practices in
A study of components and practices inAlexander Decker
 
Integrating PHRs into EHR Platforms  When electronic health re.docx
Integrating PHRs into EHR Platforms  When electronic health re.docxIntegrating PHRs into EHR Platforms  When electronic health re.docx
Integrating PHRs into EHR Platforms  When electronic health re.docxBHANU281672
 
‘Enabling technologies’ and ‘user participation’ as main factors
‘Enabling technologies’ and ‘user participation’ as main factors‘Enabling technologies’ and ‘user participation’ as main factors
‘Enabling technologies’ and ‘user participation’ as main factorsAlexander Decker
 
Exploiting multimodal biometrics in e privacy scheme for electronic health re...
Exploiting multimodal biometrics in e privacy scheme for electronic health re...Exploiting multimodal biometrics in e privacy scheme for electronic health re...
Exploiting multimodal biometrics in e privacy scheme for electronic health re...Alexander Decker
 
Computer Technology’S Effect On The Practice Of Nursing Essay
Computer Technology’S Effect On The Practice Of Nursing EssayComputer Technology’S Effect On The Practice Of Nursing Essay
Computer Technology’S Effect On The Practice Of Nursing EssayJessica Deakin
 
Respond to at least two of your colleagues offering additionalal.docx
Respond to at least two of your colleagues offering additionalal.docxRespond to at least two of your colleagues offering additionalal.docx
Respond to at least two of your colleagues offering additionalal.docxaudeleypearl
 
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDS
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDSMANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDS
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDSijsptm
 

Similaire à Towards ehr interoperability in tanzania (20)

The Electronic Health Record
The Electronic Health RecordThe Electronic Health Record
The Electronic Health Record
 
An Electronic Health Record ( Ehr )
An Electronic Health Record ( Ehr )An Electronic Health Record ( Ehr )
An Electronic Health Record ( Ehr )
 
Introduction Healthcare system is considered one of the busiest.pdf
Introduction Healthcare system is considered one of the busiest.pdfIntroduction Healthcare system is considered one of the busiest.pdf
Introduction Healthcare system is considered one of the busiest.pdf
 
NURS 521 Nursing Informatics And Technology.docx
NURS 521 Nursing Informatics And Technology.docxNURS 521 Nursing Informatics And Technology.docx
NURS 521 Nursing Informatics And Technology.docx
 
Evaluation of Cloud-based Personal Health Records
Evaluation of Cloud-based Personal Health RecordsEvaluation of Cloud-based Personal Health Records
Evaluation of Cloud-based Personal Health Records
 
1-s2.0-S0167923620300944-main.pdf
1-s2.0-S0167923620300944-main.pdf1-s2.0-S0167923620300944-main.pdf
1-s2.0-S0167923620300944-main.pdf
 
Implementing The Affordable Care Act Essay
Implementing The Affordable Care Act EssayImplementing The Affordable Care Act Essay
Implementing The Affordable Care Act Essay
 
Ethical Implications Of Electronic Health Records
Ethical Implications Of Electronic Health RecordsEthical Implications Of Electronic Health Records
Ethical Implications Of Electronic Health Records
 
Modern Era of Medical Field : E-HealthFull Text
Modern Era of Medical Field : E-HealthFull Text Modern Era of Medical Field : E-HealthFull Text
Modern Era of Medical Field : E-HealthFull Text
 
Running Head ELECTRONIC HEALTH RECORDS .docx
Running Head ELECTRONIC HEALTH RECORDS                           .docxRunning Head ELECTRONIC HEALTH RECORDS                           .docx
Running Head ELECTRONIC HEALTH RECORDS .docx
 
Evolution of Health Care Paper and TimelineThere are specifi.docx
Evolution of Health Care Paper and TimelineThere are specifi.docxEvolution of Health Care Paper and TimelineThere are specifi.docx
Evolution of Health Care Paper and TimelineThere are specifi.docx
 
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx
76 CHAPTER 4 Assessing Health and Health Behaviors Objecti.docx
 
A study of components and practices in
A study of components and practices inA study of components and practices in
A study of components and practices in
 
Integrating PHRs into EHR Platforms  When electronic health re.docx
Integrating PHRs into EHR Platforms  When electronic health re.docxIntegrating PHRs into EHR Platforms  When electronic health re.docx
Integrating PHRs into EHR Platforms  When electronic health re.docx
 
‘Enabling technologies’ and ‘user participation’ as main factors
‘Enabling technologies’ and ‘user participation’ as main factors‘Enabling technologies’ and ‘user participation’ as main factors
‘Enabling technologies’ and ‘user participation’ as main factors
 
Tim Capstone Paper(2)
Tim Capstone Paper(2)Tim Capstone Paper(2)
Tim Capstone Paper(2)
 
Exploiting multimodal biometrics in e privacy scheme for electronic health re...
Exploiting multimodal biometrics in e privacy scheme for electronic health re...Exploiting multimodal biometrics in e privacy scheme for electronic health re...
Exploiting multimodal biometrics in e privacy scheme for electronic health re...
 
Computer Technology’S Effect On The Practice Of Nursing Essay
Computer Technology’S Effect On The Practice Of Nursing EssayComputer Technology’S Effect On The Practice Of Nursing Essay
Computer Technology’S Effect On The Practice Of Nursing Essay
 
Respond to at least two of your colleagues offering additionalal.docx
Respond to at least two of your colleagues offering additionalal.docxRespond to at least two of your colleagues offering additionalal.docx
Respond to at least two of your colleagues offering additionalal.docx
 
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDS
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDSMANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDS
MANAGING THE INFORMATION SECURITY ISSUES OF ELECTRONIC MEDICAL RECORDS
 

Dernier

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingEdi Saputra
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)wesley chun
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Principled Technologies
 

Dernier (20)

Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
Deploy with confidence: VMware Cloud Foundation 5.1 on next gen Dell PowerEdg...
 

Towards ehr interoperability in tanzania

  • 1. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 TOWARDS EHR INTEROPERABILITY IN TANZANIA HOSPITALS: ISSUES, CHALLENGES AND OPPORTUNITIES Lawrence Nehemiah School of Computation Communication Science and Engineering, Nelson Mandela African Institution of Science and Technology, Arusha, Tanzania ABSTRACT This study aimed at identifying the issue, challenges and opportunities from the health consumers in Tanzania towards interoperability of electronic health records. Reaching that level of seamless data sharing among Hospitals needs the cooperation of all stakeholders especially the health consumer whose data are the ones to be shared. Without their acceptance that means there is nothing to share. Recognizing that we conducted a study in Tanzania to identify the challenges, issues and opportunities towards health information exchange through interoperable EHRs. The study was conducted in three major cities of Tanzania to identify the security, privacy and confidentiality issues of information sharing together with related challenges to data sharing. This was in order to come up with a clear picture of how to implement some EHRs that will be trusted by health consumers. The participants (n=240) were surveyed on computer usage, EHRs knowledge, demographics, security and privacy issues. A total of 200 surveys were completed and returned (83.3% response rate). Among them 67.5% were women, 62.6% had not heard of EHRs, 73% were highly concerned about the privacy and security of their information. 75% believed that introduction of various security mechanisms will make EHRs more secure and thus better. We conducted a number of chi-square tests (p<0.05) and we realized that there was a strong relationship among the variable of age, computer use, EHRs knowledge and the concerns for privacy and security.The study also showed that there was just a small difference of 8.5% between those people who think EHRs are safer than paper records and those who think otherwise. The general observation of the study was that in order to make EHRs successful in our Hospitals then the issue of security, and health consumer involvement were they two key towards the road of successful EHRs in our hospitals practices and that will make consumers more willing to allow their records to be shared among different health organizations. So besides the issues identified, this study helped us to identify the key requirements which will be implemented in our proposed framework. KEYWORDS Electronic Health Record (EHR), Privacy, Security, Interoperability, Paper-records. 1. INTRODUCTION The sharing of electronic health information amongst healthcare providers is projected to provide prospective benefits for the healthcare users in the near future due to improved quality, safety, and efficiency in the whole process of care delivery. The successful process of health information DOI : 10.5121/ijcsea.2014.4404 29
  • 2. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 sharing will also offer users with new and effective means for cooperating with their healthcare providers than it is now in the managing of their data. These benefits are in line with the strategic goals stated in a report by the Ministry of Health and Social Welfare (MoHSW) in 2013 that is to “enable the health sector to operate more effectively as a connected system, overcoming fragmentation and duplication of service delivery” and also “make patient care safe and effective by ensuring that the correct information is available in a timely manner, where it is needed and to whom it is needed” [1]. With these goals towards increasing the impact of information technology in health sector, then the use of Electronic Health Records is becoming unavoidable. Studies show that it is only a matter of time before the traditional paper-based record keeping is replaced by the electronic one [2]. The target is to establish a shared patient’s medical history from the day they are born and throughout their lifetime [3]. However with these promising benefits there are also come some issues especially from the consumers about the safety of the whole process. There are some concerns about security, privacy and confidentiality of patient data that are the key to sharing healthcare information [4]. Some patients are willing for the sharing of their medical records electronically only when they are assured of the privacy and confidentiality.That is, they will not freely feel like giving out any intimate details about their health unless they are assured that no one else who is not involved in their health issues will get their medical records. This is one of the major setbacks that this study has found towards the sharing of medical records in Tanzania through implementation of interoperable EHRs. Some of them say that they prefer paper based health records since it is hard for someone to breach due to its bulky nature. So it is mainly privacy that the consumers are concerned about when it comes to any record system which is electronic. On the other hand there are patient who were concerned about their privacy but also said the advantages that the EHRs are promising outweigh the risks that they may encounter to privacy while others show no problem at all with privacy issues. There are some other technical challenges towards this goal of health information sharing the major one being lack of standardized electronic health records among different healthcare setups. This is caused by the lack of common infrastructure amongst hospital information technology and EHR systems. Another barrier has been identified as the lack of semantics in the interoperability approaches. Semantic interoperability involves the structure of the exchanged data and the coding system involved for the common interpretation of the transferred data [5]. However this study has shown that development in the semantic web technology has some good and promising benefits in trying to solve the issues concerned with semantic interoperability. 2. METHODOLOGY 30 2.1SURVEY DESIGN In this study about 240 participants were involved, the sample population was taken from three different hospitals in Tanzania located in three different regions; therefore this sample targeted was mainly from those people who were in the process of receiving healthcare and others were those who just accompanied their loved ones to the hospital. The reason for this is due to the fact that these people who were found at the point of care will be more alarmed and attentive of their medical information than those at home for example. We obtained the participants through a two steps process. The first one was first to locate where we should go for the survey and to obtain a go ahead form the involved hospitals so as to allow their patients and some staff to be involved in the study. We send some introduction letters which
  • 3. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 were outlining the whole study aim to each of these hospitals (Arusha Lutheran Medical Center, Bugando hospital, and Muhimbili National Hospital) and asking for a permission to use their centers in the survey process. A total of three letters were sent out in which the time required for the whole process to be completed was mentioned. The second step involved preparing the survey itself which involved some questionnaires to be filled out by the participants. We distributed a minimum of 80 questionnaires in each hospital involved. The study took about a month to complete. The response were positive from all the three hospitals involved and we managed to get back a total of 200 responses. Besides the survey which was mainly done to the health consumers, we were also conducting a simultaneous system study to address some technical issues involved with the systems in the selected hospitals. We did this by observing and oral interview with the systems administrators. 31 2.2 DATA ANALYSIS In the study we included some demographic questions such as age and sex so as to determine whether there was any relationship that would be clearly attributed to the qualities of such kind of information. We first analyzed our data by using the standardized descriptive statistics. Later the further analysis was done to point out any statistically significant results by using chi-square analysis. In this analysis the dependent variables in each case were the concern of the participants on health information sharing through EHRs, privacy and security of their medical information and the answers to the question whether they believed that EHRs were more secure and efficient than the paper-based records which is dominant as of now. By using SPSS v20 all the analyses were computed and a 2-tailed significance at the level of P<0.05 was considered. 3. RESULTS We were able to get 200 responses which is a response rate of 83.3 %. The demographics outcomeshave revealed that the majority of the people who partook this survey were between the ages of 20 and 40 which indicate that those attending healthcare providers were in their 20s or approaching middle age. There were more women than men and this is just to keep on proving the fact most of those attending the hospitals are women just as some other studies which were done before like the one which was done in New Zealand by Chhanabhai and Holt [6]. In our study there were 135 women which make up 67.5% of all respondents. Most people who participated in this study were regular computer users (80%), e-mail users were (78%), and internet users were (72%). One of the questions that the participants were asked is about their concerns in regard to the confidentiality and privacy of their health records and it was found out that in general the participants were concerned about their health information. The results are as follows:
  • 4. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 32 Table 1: Participants concerns about the confidentiality and privacy of their health records YES NO NOT SURE TOTAL No. of participants 146 42 12 200 Percentage 73 21 6 100 We also compiled a list of all likely possible problems that may be faced with the use of EHRs and presented to the participants. The results indicated that the majority of the participants perceived that the EHR will surely lead to easy sharing of their medical records. Though 40% believed that EHRs will also lead to simpledisclosure of their delicate medical information and shared without their consent (39%). The participants were asked of whether the EHRs will increase the occurrence of medical errors and 37% agreed while those who did not agree were 39%. This show that the issue of medicinal errors when using interoperable EHRs was not of so much concern to the health consumers. Participants believed that EHRs will have issues on the access methods with 53% believing that EHRs have an in-built weakness in its security system and 30% believing that EHRs would have a strong security mechanism. Since the EHRs are implemented in the same platforms as other computer systems we then introduced a list of common problems that are occurring in everyday computer systems and asked the participants to rank them as either they believe or otherwise that those common problems will also be faced when using EHRs. Some of those problems are the manufacturer’s access, hackers, viruses and malicious software. We grouped them into three that is agree, neutral and disagree. Table 2 below gives then summary of the results: Table 2: Participants’ perceptions on common problems of computer systems that can also affect EHRs Agree Neutral Disagree Total (%) Hackers 79.5 5 15.5 100 Malicious software 69 12 19 100 Manufacturer 70 13 17 100 access Backup failure 51 11 38 100 On the introduction of different kinds of security measures that could be implemented with the EHRs, most of the participants agreed that will make the EHRs more secure and more acceptable. Some mechanisms that were introduced to the participants were the use of antiviruses, implementing restricted system access, the use of firewalls, and encryption mechanisms. 75% of the respondents agreed that this will make EHRs more secure and acceptable.
  • 5. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 33 Table 3: The perceptions on whether security will increase on the introduction of different security mechanisms Strongly agree Agree Neutral Disagree Strongly disagree Antivirus 49 30.3 10.7 6.6 3.4 Firewall 60.1 28.3 5 4.3 2.3 Restricted 56.7 31 5 4 3.3 access system Audit log 50.3 36 7 3.7 3 Encryption 50 30.4 11.3 5 3.3 Due to the fact that most hospitals in Tanzania are still far behind on using IT in their day to day activities and they are still keeping records on papers, we included another quantitative measure as to whether they believed EHRs were more secure than paper records or otherwise. This helped us to see the real reason behind low adoption of EHRs as well as the user acceptance level of the EHR. Due to the nature of our healthcare environment it was assumed that the participants would believe that paper records are still safer and we expected a big difference between these two answers. Surprisingly the results from this study indicated otherwise. There was only a difference of 8.5% between those who favored the paper records and those who favored the EHRs. 53.5% of the contributors believed more in the paper records and among the reasons which were frequentlystatedis that most don’t trust computers because they have a habit of crushing while others said they were afraid of hackers. In the general commentaries, hackers were statedaround105 times which makes up 61% of those who believed the paper records were safer. So this brings us back to the same conclusion that most of the participants still believe that the security is not strong enough with EHRs. 45% agreed that the EHRs are safer than paper records and most of them said it was because papers get lost or damaged and sometimes misplaced; this is the main reason mentioned to move to the EHRs. We carried out a chi-square test on all the questions involved and the dependent variables were participant’s concern for privacy and security of their records, participants’ answers to the questions of paper records safety against electronic ones. The following is what was found out from the test where at each case P<0.05: i. Most of the younger age group didn’t care so much about the security concerns due to the fact that they were more familiar with computers (P=0.02) ii. Worries of security was mainly shown by women group since they are the greater users of the healthcare (P=0.06) iii. Consumers agreed that EHRs will provide most of the benefits that have been proposed since they are consumer-focused (P=0.04). iv. Consumers when introduced to a list of negative aspects of EHRs, will agree that EHR may rise a number of concerns for them (P=0.03). v. When consumers are made aware of the security measures that may be in place, they believe that their records will be more secure (P=0.01).
  • 6. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 34 4. DISCUSSION AND CONCLUSION From our study we observed that the issue of security and privacy have been then major concern of the health consumers, and this issue is not only for Tanzania but worldwide. According to Dechene, he conducted a study on the barriers to health information sharing and found out that most health consumers will not accept the idea of sharing their medical records if there will not be proper security and privacy mechanisms in place [7]. These two concerns are mentioned as the most contributors to the limited growth of EHRs and their acceptance by consumers. This is very important to address because it is one of the barriers that keeps most if the hospitals from sharing their medical records. There were some previous studies like this one which came up with the same observation [8]. Those studies did show that EHRs pose a problem when it comes to keeping their information private and confidential. From our study similar opinions can be observed. Not only that the health consumers are concerned about privacy and security but also about unauthorized access by some people. A recent study by Butler concluded that most patient will be unwilling to share their medical information if trust is lacking and they believed that the most part of the trust should come from the healthcare providers themselves [9]. Therefore we can conclude that the Tanzania health consumers should be made comfortable by ensuring that the issue surrounding privacy and security of their health records are clearly addressed before taking any further step towards the implementation of interoperable EHRs for health information exchange. This was also observed by a study by Dimitropoulos where he concluded that in order to ensure a wide spread of health consumer participation in the whole process of health information sharing then their participation in determining how the process should take placeis very crucial regardless of their varying levels of privacy and security concerns [10]. We have also showed that many of the participants in the study were worried about hackers who can get access to their health information, but the reality is only 20% of the unauthorized data access are coming from hackers [11]. Most of the access breaches are in fact the job of the inside personnel or the insufficiency of the operational policies in most of the hospitals. Just as a simple example in one of the hospitals that I went for a field study I was allowed to access the real patient data with names and some details. So in this regards we propose that it is important to educate the consumers as to where the impending dangers come from and how they can be dismissed and monitored. Furthermore we have shown that there was a slightly small difference in the total outcome between the participants who believed paper records were safer than the EHRs and those who believed otherwise. From what most of them said it can be concluded that the only thing that will increase more trust to the EHRs will be the improved security mechanisms. This was a bit surprising result since it was hypothesized that the difference between the two answers would have been bigger. That is due to the nature of our healthcare environment we expected most people would say paper records are safer than EHRs and the difference would have been so big but the difference was just 8.5%. This may lead us to assume that if the health consumers are aware of the security mechanisms and they are a little familiar on how they are operating then their perceptions of security of EHRs will be increased and they will tend to trust more on the electronic records.
  • 7. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 We also found out that most participants believed that all the advantages promised by the EHR would be beneficial to the health system. This was supported by a number of replies in the comments where some of them said the advantage of EHRs far outweigh their disadvantages and also some others said if they could be assured of the security measures which are correctly implemented then they will then turn to the EHRs. So this indicates that not only do the consumer know about the advantages that are found in EHRs and can never be found in the paper records but also they are willing to share their records electronically if they are assured of the security to their information. The same results were found in a similar study which was done in New Zealand in 2007 by Chhanabhai et al [12]. In their study about 60% believed paper records were safer than electronic ones but they said if the EHRs are given strong security mechanisms then they will consider EHRs safer than paper records. In any field involving technology user acceptance is very important even than the technology itself and that is even more important in health sector and these results have shown us that it is not that the EHRs are not accepted but there are some areas especially security wise that needs to be addressed first. So there is a need of proper measures to be put in place to ease the worries of consumers and increase the acceptance level of the EHRs. Sometimes the worries are caused simply by the traditionaldissimilarities, newness to the technology, or merely the sense that health information is too personal to be shared among different healthcare providers. 5. THE STUDY LIMITATIONS Time of the study was crucial. This study was limited to less than a year and that is why we only included the participants from only three major cities and we didn’t go up to the rural areas. So for any future study like this it is advised to have more time to reach even the villages and maybe some location factors and a larger population sample may play a significant role in the results. However even though the time was very limited we were able to achieve what we aimed for the study. 6. ACKNOWLEDGEMENTS We would like to thank all the people and the healthcare organizations who participated in this study. 35
  • 8. International Journal of Computer Science, Engineering and Applications (IJCSEA) Vol.4, No.4, August 2014 36 REFERENCES [1] MoHSW. (2013). Tanzania National eHealth Strategy June, 2013 – July, 201 8. Available: www.tzdpg.or.tz/fileadmin/documents/dpg_internal/dpg_working_groups_clusters/cluster_2/health/K ey_Sector_Documents/Tanzania_Key_Health_Documents/Tz_eHealth_Strategy_Final.pdf. Last accessed 31st July 2014. [2] Gillies J, Holt A. Anxious about electronic health records? No need to be. N Z Med J. 2003; 116:U604. [PubMed: 14581956] [3] Gordon, A. (2012). Accelerating Electronic Information Sharing to Improve Quality and Reduce Costs in Health Care. Available: http://www.neilstoolbox.com/bibliography-creator/reference-website. htm. Last accessed 26th July 2014. [4] Francis, L. (2012). When patients interact with EHRs: problems of privacy and confidentiality. Houston Journal of Health Law & Policy. 12 (n), p171-199. [5] Roney, K. (2012). If Interoperability is the Future of Healthcare, What's the Delay? Available: http://www.beckershospitalreview.com/healthcare-information-technology/if-interoperability-is-the-future- of-healthcare-whats-the-delay.html. Last accessed 20th July 2014. [6] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 (1), p1-8. [7] Dechene, J. (2010). The Challenge of Implementing Interoperable Electronic Medical Records. Annals of Health Law. 19 (1), p195-204. [8] Francis, L. (2012). When patients interact with EHRs: problems of privacy and confidentiality. Houston Journal of Health Law & Policy. 12 (n), p171-199. [9] Butler, M. (2014). Consumers Might Withhold Information if Trust in EHRs is lacking. Available: http://journal.ahima.org/2014/03/21/consumers-might-withhold-information-if-trust-in-ehrs-is-lacking/. Last accessed 24 July 2014. [10] Dimitropoulos, L., Patel, V., MApSt, S., Posnack, S. (2011). Public Attitudes toward Health Information Exchange: Perceived Benefits and Concerns. THE AMERICAN JOURNAL OF MANAGED CARE. 17 (n), p111-116. [11] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 (1), p1-8. [12] Chhanabhai, P., Holt, A. (2007). Consumers Are Ready to Accept the Transition to Online and Electronic Records If They Can Be Assured of the Security Measures. Medscape General Medicine. 9 (1), p1-8.