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An Intelligent Electronic Patient Record Management System
(IEPRMS).
Omankwu, Obinnaya Chinecherem, Nwagu, Chikezie Kenneth, and Inyiama, Hycient
1
Computer Science Department, Michael Okpara University of Agriculture, Umudike
Umuahia, Abia State, Nigeria
saintbeloved@yahoo.com
2
Computer Science Department, Nnamdi Azikiwe University, Awka Anambra State, Nigeria,
Nwaguchikeziekenneth@hotmail.com
3
Electronics & Computer Engineering Department, Nnamdi Azikiwe University, Awka
Anambra State, Nigeria.
ABSTRACT
Recent research states that using new and emerging
technologies in the areas of telecommunications are widely
used in healthcare sector. The system Intelligent Electornic
Patient Record Management System (IEPRMS) is a
centralized database contains the in-patient record. It was
implemented using PHP & MYSQL combination. The
database record contains the patient personal info, department
lies-in, physician, tours, ,treatment and lab results. Since the
patient enters the hospital the workflow starts as the reception
user creates new record by entering the personal info and
sends the record to assigned department; at this stage the nurse
starts update the record by entering the physician comments,
required treatment, and sends lab test when it is required. The
procedure continues as long as the patient still in the hospital.
At last when the patient recovered or died the International
Classsification of Diseases(ICD) inserted to the record and out
or died date. In addition there are many supported tables that
can be updated manually through independent pages by IT
administrator. These tables like Physician names, medicines,
lab tests, users and ICDs. As the system consists of different
users and different user permissions. Also there are advance
search that can help to make statistical reports and researches
for the physicians. The system is considered time and cost
effective to healthcare.
Keywords
Intelligent Electornic Patient Record Management System
(IEPRMS), multi-agent systems, artificial intelligence
Introduction
In the last decade the emerging technologies in Information
and Communication technologies lead to very big advances in
services for community, especially in healthcare sector.
Generally, there are three types of medical care services which
are: in-patient (i.e. hospitals), out-patient (i.e. clinics) and
emergency. For in-patient hospitals there are two different
types: specialized hospitals (GIT Centers, Cardiac Centers,
Cancer Centers, etc.), and general hospitals. However in Iraq,
the first type is newly introduced, but the latter is already
exist. As the hospitals are considered essential in healthcare
infrastructure, so we choose it to enhance the services in it.
The implemented system (IEPRMS) is the first system in Iraq
(in general hospitals) which is work as database and workflow.
It is helpful for management, patient health, research, and
archiving. In management, it could be used for hospital
director to see the performance of the physician, or statistical
reporting. Also the physician can have the patient history in
details from his previous records with less time. The physician
can make their researches by using the advance search.
Archiving and securing electronic records considered more
reliable and trusted than paper-based records.
11..11 AAiimmss aanndd ffuunnccttiioonnaalliittiieess ooff ssyysstteemm
The aim of this system is to design and implement a
system which supports health care providers by its capabilities
on treat the status of an in-patient to the hospital as shown in
figure [1.1].
Functionalities of IEPRMS are:
• Efficiency and Reliability: dependability and
Consistency execute the required functions of
software.
• The possibility of developing a report for each patient
case in hospital.
• Saves time with the system of EPRMS.
• To reduce health care costs.
•• A secure database will be created by using MySQL
according to the system needs.
• Reduce maintenance costs: maintenance costs will be
reduced by a higher level language with easier
database connection.
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, August 2017
338 https://sites.google.com/site/ijcsis/
ISSN 1947-5500
Figure 1.1: System architecture for IEPRMS
11..22 PPrroojjeecctt SSccooppee
The scope of this system is to build a reliable web-based
IEPRMS as shown in Figure1.2. The current system is used to
illustrate store patients information electronically rather
working as a complete workflow[1].
However, requirements for implementing a public health
approach to electronic patient record include long-term
planning, targeting patients for improved care, and goal setting
for outcomes of care [2] ,[3]. EPRMS has five users which
were identified as: reception user, physician, nurse, lab user
and admin and each one has collection of functions inside
system. The reception user has the ability to register, login in
and login out, add patient, search and, update / edit while the
nurse is able to register, login in login out, and add tours
(morning/ evening) physician comments, add medicine for
each patient, request lab test, and search. The lab user has the
ability to register, login in, login out, and add lab result. The
physician is able to register, login in, login out, and search.
Figure1.2: Scope of IEPRMS
22 SSyysstteemm MMeetthhoodd
The methodology which will be used during the design of the
EPRMS and the analysis of system requirements will be
discussed in details through this section. The system
development lifecycle was divided into phases:
22..11 DDaattaa FFllooww DDiiaaggrraammss
One of the most widely used system analysis process models
is the data flow diagram. A Data Flow Diagram (DFD) is a
tool that depicts the flow of data through a system and the
work or processing performed by that system. It is used to help
understand the current system and to represent the required
system. The diagrams represent the external bodies sending
and receiving information [4].
22..22 UUnnssttrruuccttuurreedd IInntteerrvviieeww
It is essential to success any system is to understand its
requirements. In EPRMS, we had an interview with the health
care providers such as physician, nurse and statisitcs
department for gathering rich information about system
requirements to design and build this system.
22..33 SSyysstteemm RReeqquuiirreemmeennttss AAnnaallyyssiiss
Requirement is a service that the user desires the solution to
perform or display. These requirements should be flexible
according to the system needs. However, it is necessary to
understand both functional and non–functional requirements
through the lifecycle of EPRMS [5].
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, Augus 2017
339 https://sites.google.com/site/ijcsis/
ISSN 1947-5500
FFuunnccttiioonnaall RReeqquuiirreemmeennttss ((FFRR))
These requirements are described as set of system
requirements, such as:
• Add new patient record.
• The system sends patient record to the nurse to
add a new patient.
• The system enables the nurse to search about
specify patient.
• Archiving patient record electronically and
centrally.
• The system enables the nurse to request a
specific lab test.
• The system has ability to send lab results back to
nurse or physician.
• The system enables the nurse or physician to
search & research. Table 2-1 shows one of the
functional requirements of EPRMS.
• The system enables the physian to check patient
history by seraching it easily.
• The system enables the reception user to
close the record by entering the ICD,
patient status and outdate.
Table 2-1: FR: Add new patient record
The system must allow the reception
user to create new patient record
Descriptions
The system enables the reception
user to create new patient record
which Includes the personal
information of patient such as:
name, address, contact info,...etc.
Rationale
NNoonn ffuunnccttiioonnaall rreeqquuiirreemmeennttss
There are many non functional requirements of
the EPRMS like updateable, security, compatibility,
capacity, usability and maintainability, performance
with database, for example the system interactive
with database immediately as under a second,
database searches, updates and retrieval the change
to patient information must be fast.
22..44 UUsseerrss AAnnaallyyssiiss
Five users were identified in EPRMS who are:
physician, nurse, lab user, reception user and admin.
Table: 2-2 illustrates role of one user[6].
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, Augus 2017
340 https://sites.google.com/site/ijcsis/
ISSN 1947-5500
Table: 2-2: Role of nurse user
33..11 SSyysstteemm DDeessiiggnn
At the design stage beings the decision-making on how
to build and operate the system. On the other words, its
purpose is to create a technical solution which satisfies the
system functional requirements [7]. However Use Case Model
[8], and Use Case Text were used to design the EPRMS.
Use Cases Model allows the definition of the system's
boundary, and the relationship between the system and outside
of the system [9]. In EPRMS, there are five users in the use
case diagram. Each one has many functions in the system as
shown in figure 3.1 while Use Case Specification /Text
describes the functionality of the system counting event trigger
and expected outputs.
Figure (3.1): user's functions
In IEPRMS, the methodology of database design includes
three main phases: conceptual, logical and physical design
[10].
In IEPRMS, the conceptual design describes the relation and
the connectivity between all components of the system.
While the logical data model which driven by the conceptual
data model. It consists of specified classes that will become
tables like:patient,tour,treatment,lab
result,ICD,physians,medicine,labtestlist, and users,while their
attributes became fields, and the associations became
relationships.
Lastly, the final phase in the database design of IEPRMS is to
translate the logical database into a physical database. It will
specify the system usability for instance screen layout.
33..33 SSyysstteemm iimmpplleemmeennttaattiioonn ttoooollss
In IEPRMS, MySQL database was implemented in the
design of system database, while PhpMyAdmin was used to
create the database and wampserver, WAMP (Windows
Apache MySQL PHP). The WAMP and MySQL use to
manage database [11].
User: Nurse
Role: o The nurse will access the
system and update the morning
and evening tours for the
inpatients according to
physician comments.
o The nurse can send lab test
request to Lab department.
o The nurse can update the given
pharmaciticulas that given to
each patient.
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, Augus 2017
341 https://sites.google.com/site/ijcsis/
ISSN 1947-5500
44 SSyysstteemm RReessuullttss
Partial of the results which produced during the EPRMS will
be showed:
After the log in for the Administrator (IT or hospital manager),
they can view the current in-patients (Statistical No., Name,
Department, Hall, ICD )and can browse their used medicine
and their physician comments .
55 SSyysstteemm TTeessttiinngg aanndd FFuuttuurree WWoorrkk
55..11 SSyysstteemm TTeessttiinngg
Usability testing is a technique used to evaluate the system; it
is focused on how the users interact with the front end of the
system. However user acceptance testing considers the final
step before the end of the system.
In EPRMS the User Acceptance Testing was applied to
validate that the system meets [12]. The final users in this
testing were given a set of activities to follow in order to test
the system. However if a new user with no previous
knowledge was able to use the system tasks with simplicity
then this would confirm a success. After this test, we found
that diverse activities were user friendly.
However the hospital nominates two staff from each
department to take training on the system. The training period
was one week. Twenty percent of the nominees were familiar
with windows operating system and internet browsing. The
others have no interest or interaction with computers. After the
training they find the software user friendly and they were able
to use windows and browse internet.
55..22 FFuuttuurree WWoorrkk
The future improvements to this project by adding the
additional functionalities to EPRMS:
Improve navigation of web.
Add more detailed tour fields like (blood pressure,
blood sugar, heart rate, etc).
Add imaging related tables like (CT Scan images,
MRI Images, etc).
Connect the used medicine for the in-patient with the
whole Pharmacy inventory.
66 CCoonncclluussiioonn
This research has been presented the design and
implementation of Intelligent Electornic Patient Record
Management System (IEPRMS). Which is a centralized DB
contains the in-patient record. The aim of this work was to
provide reliable healthcare web-based system. It is enhance
the provided services to patients by making their records
available online and everywhere for physician to follow up the
case easily with less effort, and their history would be
available also. Hospital director and heads of departments can
follow the physician work related to patients from diagnosis
and follow up.
Securing and archiving the paper-based records is difficult
and it can be stolen, burned or modified, so the need for such a
system was very essential. Also it is considered time and cost
effective to healthcare.
RReeffeerreenncceess
[1] Chattopadhyay. S., Junhua Li1., etal(2008),''A
Framework for Assessing ICT Preparedness for e-
Health Implementations''. Sydney, NSW 2052,
Australia
[2] Rodriguez, N. and Sands, D., etal., (2002),''A
Study of Physicians Interaction with Text-Based
and Graphical-Based Electronic Patient Record
Systems''. COMPUTER SOCIETY.
[3] Satziger J W., Jackson R B., etal.,
2007,Systems Analysis and Design in a changing
world, (4th ed.). Thomson course technology.
http://faculty.kutztown.edu/tan/csc354/Datafiles/A.p
df
[4] On line document [Accessed 3 April. 2012]
[5] Laplante, Phil (2009). Requirements
Engineering for Software and Systems (1st ed.).
Redmond, WA: CRC Press. ISBN 1-4200-6467-3.
http://www.crcpress.com/product/isbn/9781420064
674.
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, Augus 2017
342 https://sites.google.com/site/ijcsis/
ISSN 1947-5500
[6] Fitzgerald, G., Piris, L., etal., (2008), ''
Identification of Benefits and Barriers for the
Adoption of E-Health Information Systems Using a
Socio-Technical Approach''. School of Information
Systems Computing and Mathematics, Brunel
University, UK
[7] Jarke M., Lenzerini M., etal., (2003),
“Fundamentals of Data Warehouses”. Springer-
Verlag.
[8] Rosenberg D. and Stephens M., (2007), “Use
Case Driven Object Modeling with UML: Theory
and Practice”, Apress.
[9] On line document [Accessed 7 Jan. 2012]
http://www.nlm.nih.gov/medlineplus/diabetescompl
ications.html
[10] USER ACCEPTANCE TESTING (UAT)
PROCESS, Information and Technology
Management Branch, (2008)
http://www.bced.gov.bc.ca/imb/downloads/uat-test-
process.pdf
[11] Valade J., (2004), “PHP & MySQL For
Dummies”, 2nd Edition, Wlley Publishing, Inc.
[12] USER ACCEPTANCE TESTING (UAT)
PROCESS, Information and Technology
Management Branch, (2008)
http://www.bced.gov.bc.ca/imb/downloads/uat-test-
process.pdf
International Journal of Computer Science and Information Security (IJCSIS),
Vol. 15, No. 8, Augus 2017
343 https://sites.google.com/site/ijcsis/
ISSN 1947-5500

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An Intelligent Electronic Patient Record Management System (IEPRMS)

  • 1. An Intelligent Electronic Patient Record Management System (IEPRMS). Omankwu, Obinnaya Chinecherem, Nwagu, Chikezie Kenneth, and Inyiama, Hycient 1 Computer Science Department, Michael Okpara University of Agriculture, Umudike Umuahia, Abia State, Nigeria saintbeloved@yahoo.com 2 Computer Science Department, Nnamdi Azikiwe University, Awka Anambra State, Nigeria, Nwaguchikeziekenneth@hotmail.com 3 Electronics & Computer Engineering Department, Nnamdi Azikiwe University, Awka Anambra State, Nigeria. ABSTRACT Recent research states that using new and emerging technologies in the areas of telecommunications are widely used in healthcare sector. The system Intelligent Electornic Patient Record Management System (IEPRMS) is a centralized database contains the in-patient record. It was implemented using PHP & MYSQL combination. The database record contains the patient personal info, department lies-in, physician, tours, ,treatment and lab results. Since the patient enters the hospital the workflow starts as the reception user creates new record by entering the personal info and sends the record to assigned department; at this stage the nurse starts update the record by entering the physician comments, required treatment, and sends lab test when it is required. The procedure continues as long as the patient still in the hospital. At last when the patient recovered or died the International Classsification of Diseases(ICD) inserted to the record and out or died date. In addition there are many supported tables that can be updated manually through independent pages by IT administrator. These tables like Physician names, medicines, lab tests, users and ICDs. As the system consists of different users and different user permissions. Also there are advance search that can help to make statistical reports and researches for the physicians. The system is considered time and cost effective to healthcare. Keywords Intelligent Electornic Patient Record Management System (IEPRMS), multi-agent systems, artificial intelligence Introduction In the last decade the emerging technologies in Information and Communication technologies lead to very big advances in services for community, especially in healthcare sector. Generally, there are three types of medical care services which are: in-patient (i.e. hospitals), out-patient (i.e. clinics) and emergency. For in-patient hospitals there are two different types: specialized hospitals (GIT Centers, Cardiac Centers, Cancer Centers, etc.), and general hospitals. However in Iraq, the first type is newly introduced, but the latter is already exist. As the hospitals are considered essential in healthcare infrastructure, so we choose it to enhance the services in it. The implemented system (IEPRMS) is the first system in Iraq (in general hospitals) which is work as database and workflow. It is helpful for management, patient health, research, and archiving. In management, it could be used for hospital director to see the performance of the physician, or statistical reporting. Also the physician can have the patient history in details from his previous records with less time. The physician can make their researches by using the advance search. Archiving and securing electronic records considered more reliable and trusted than paper-based records. 11..11 AAiimmss aanndd ffuunnccttiioonnaalliittiieess ooff ssyysstteemm The aim of this system is to design and implement a system which supports health care providers by its capabilities on treat the status of an in-patient to the hospital as shown in figure [1.1]. Functionalities of IEPRMS are: • Efficiency and Reliability: dependability and Consistency execute the required functions of software. • The possibility of developing a report for each patient case in hospital. • Saves time with the system of EPRMS. • To reduce health care costs. •• A secure database will be created by using MySQL according to the system needs. • Reduce maintenance costs: maintenance costs will be reduced by a higher level language with easier database connection. International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, August 2017 338 https://sites.google.com/site/ijcsis/ ISSN 1947-5500
  • 2. Figure 1.1: System architecture for IEPRMS 11..22 PPrroojjeecctt SSccooppee The scope of this system is to build a reliable web-based IEPRMS as shown in Figure1.2. The current system is used to illustrate store patients information electronically rather working as a complete workflow[1]. However, requirements for implementing a public health approach to electronic patient record include long-term planning, targeting patients for improved care, and goal setting for outcomes of care [2] ,[3]. EPRMS has five users which were identified as: reception user, physician, nurse, lab user and admin and each one has collection of functions inside system. The reception user has the ability to register, login in and login out, add patient, search and, update / edit while the nurse is able to register, login in login out, and add tours (morning/ evening) physician comments, add medicine for each patient, request lab test, and search. The lab user has the ability to register, login in, login out, and add lab result. The physician is able to register, login in, login out, and search. Figure1.2: Scope of IEPRMS 22 SSyysstteemm MMeetthhoodd The methodology which will be used during the design of the EPRMS and the analysis of system requirements will be discussed in details through this section. The system development lifecycle was divided into phases: 22..11 DDaattaa FFllooww DDiiaaggrraammss One of the most widely used system analysis process models is the data flow diagram. A Data Flow Diagram (DFD) is a tool that depicts the flow of data through a system and the work or processing performed by that system. It is used to help understand the current system and to represent the required system. The diagrams represent the external bodies sending and receiving information [4]. 22..22 UUnnssttrruuccttuurreedd IInntteerrvviieeww It is essential to success any system is to understand its requirements. In EPRMS, we had an interview with the health care providers such as physician, nurse and statisitcs department for gathering rich information about system requirements to design and build this system. 22..33 SSyysstteemm RReeqquuiirreemmeennttss AAnnaallyyssiiss Requirement is a service that the user desires the solution to perform or display. These requirements should be flexible according to the system needs. However, it is necessary to understand both functional and non–functional requirements through the lifecycle of EPRMS [5]. International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, Augus 2017 339 https://sites.google.com/site/ijcsis/ ISSN 1947-5500
  • 3. FFuunnccttiioonnaall RReeqquuiirreemmeennttss ((FFRR)) These requirements are described as set of system requirements, such as: • Add new patient record. • The system sends patient record to the nurse to add a new patient. • The system enables the nurse to search about specify patient. • Archiving patient record electronically and centrally. • The system enables the nurse to request a specific lab test. • The system has ability to send lab results back to nurse or physician. • The system enables the nurse or physician to search & research. Table 2-1 shows one of the functional requirements of EPRMS. • The system enables the physian to check patient history by seraching it easily. • The system enables the reception user to close the record by entering the ICD, patient status and outdate. Table 2-1: FR: Add new patient record The system must allow the reception user to create new patient record Descriptions The system enables the reception user to create new patient record which Includes the personal information of patient such as: name, address, contact info,...etc. Rationale NNoonn ffuunnccttiioonnaall rreeqquuiirreemmeennttss There are many non functional requirements of the EPRMS like updateable, security, compatibility, capacity, usability and maintainability, performance with database, for example the system interactive with database immediately as under a second, database searches, updates and retrieval the change to patient information must be fast. 22..44 UUsseerrss AAnnaallyyssiiss Five users were identified in EPRMS who are: physician, nurse, lab user, reception user and admin. Table: 2-2 illustrates role of one user[6]. International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, Augus 2017 340 https://sites.google.com/site/ijcsis/ ISSN 1947-5500
  • 4. Table: 2-2: Role of nurse user 33..11 SSyysstteemm DDeessiiggnn At the design stage beings the decision-making on how to build and operate the system. On the other words, its purpose is to create a technical solution which satisfies the system functional requirements [7]. However Use Case Model [8], and Use Case Text were used to design the EPRMS. Use Cases Model allows the definition of the system's boundary, and the relationship between the system and outside of the system [9]. In EPRMS, there are five users in the use case diagram. Each one has many functions in the system as shown in figure 3.1 while Use Case Specification /Text describes the functionality of the system counting event trigger and expected outputs. Figure (3.1): user's functions In IEPRMS, the methodology of database design includes three main phases: conceptual, logical and physical design [10]. In IEPRMS, the conceptual design describes the relation and the connectivity between all components of the system. While the logical data model which driven by the conceptual data model. It consists of specified classes that will become tables like:patient,tour,treatment,lab result,ICD,physians,medicine,labtestlist, and users,while their attributes became fields, and the associations became relationships. Lastly, the final phase in the database design of IEPRMS is to translate the logical database into a physical database. It will specify the system usability for instance screen layout. 33..33 SSyysstteemm iimmpplleemmeennttaattiioonn ttoooollss In IEPRMS, MySQL database was implemented in the design of system database, while PhpMyAdmin was used to create the database and wampserver, WAMP (Windows Apache MySQL PHP). The WAMP and MySQL use to manage database [11]. User: Nurse Role: o The nurse will access the system and update the morning and evening tours for the inpatients according to physician comments. o The nurse can send lab test request to Lab department. o The nurse can update the given pharmaciticulas that given to each patient. International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, Augus 2017 341 https://sites.google.com/site/ijcsis/ ISSN 1947-5500
  • 5. 44 SSyysstteemm RReessuullttss Partial of the results which produced during the EPRMS will be showed: After the log in for the Administrator (IT or hospital manager), they can view the current in-patients (Statistical No., Name, Department, Hall, ICD )and can browse their used medicine and their physician comments . 55 SSyysstteemm TTeessttiinngg aanndd FFuuttuurree WWoorrkk 55..11 SSyysstteemm TTeessttiinngg Usability testing is a technique used to evaluate the system; it is focused on how the users interact with the front end of the system. However user acceptance testing considers the final step before the end of the system. In EPRMS the User Acceptance Testing was applied to validate that the system meets [12]. The final users in this testing were given a set of activities to follow in order to test the system. However if a new user with no previous knowledge was able to use the system tasks with simplicity then this would confirm a success. After this test, we found that diverse activities were user friendly. However the hospital nominates two staff from each department to take training on the system. The training period was one week. Twenty percent of the nominees were familiar with windows operating system and internet browsing. The others have no interest or interaction with computers. After the training they find the software user friendly and they were able to use windows and browse internet. 55..22 FFuuttuurree WWoorrkk The future improvements to this project by adding the additional functionalities to EPRMS: Improve navigation of web. Add more detailed tour fields like (blood pressure, blood sugar, heart rate, etc). Add imaging related tables like (CT Scan images, MRI Images, etc). Connect the used medicine for the in-patient with the whole Pharmacy inventory. 66 CCoonncclluussiioonn This research has been presented the design and implementation of Intelligent Electornic Patient Record Management System (IEPRMS). Which is a centralized DB contains the in-patient record. The aim of this work was to provide reliable healthcare web-based system. It is enhance the provided services to patients by making their records available online and everywhere for physician to follow up the case easily with less effort, and their history would be available also. Hospital director and heads of departments can follow the physician work related to patients from diagnosis and follow up. Securing and archiving the paper-based records is difficult and it can be stolen, burned or modified, so the need for such a system was very essential. Also it is considered time and cost effective to healthcare. RReeffeerreenncceess [1] Chattopadhyay. S., Junhua Li1., etal(2008),''A Framework for Assessing ICT Preparedness for e- Health Implementations''. Sydney, NSW 2052, Australia [2] Rodriguez, N. and Sands, D., etal., (2002),''A Study of Physicians Interaction with Text-Based and Graphical-Based Electronic Patient Record Systems''. COMPUTER SOCIETY. [3] Satziger J W., Jackson R B., etal., 2007,Systems Analysis and Design in a changing world, (4th ed.). Thomson course technology. http://faculty.kutztown.edu/tan/csc354/Datafiles/A.p df [4] On line document [Accessed 3 April. 2012] [5] Laplante, Phil (2009). Requirements Engineering for Software and Systems (1st ed.). Redmond, WA: CRC Press. ISBN 1-4200-6467-3. http://www.crcpress.com/product/isbn/9781420064 674. International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, Augus 2017 342 https://sites.google.com/site/ijcsis/ ISSN 1947-5500
  • 6. [6] Fitzgerald, G., Piris, L., etal., (2008), '' Identification of Benefits and Barriers for the Adoption of E-Health Information Systems Using a Socio-Technical Approach''. School of Information Systems Computing and Mathematics, Brunel University, UK [7] Jarke M., Lenzerini M., etal., (2003), “Fundamentals of Data Warehouses”. Springer- Verlag. [8] Rosenberg D. and Stephens M., (2007), “Use Case Driven Object Modeling with UML: Theory and Practice”, Apress. [9] On line document [Accessed 7 Jan. 2012] http://www.nlm.nih.gov/medlineplus/diabetescompl ications.html [10] USER ACCEPTANCE TESTING (UAT) PROCESS, Information and Technology Management Branch, (2008) http://www.bced.gov.bc.ca/imb/downloads/uat-test- process.pdf [11] Valade J., (2004), “PHP & MySQL For Dummies”, 2nd Edition, Wlley Publishing, Inc. [12] USER ACCEPTANCE TESTING (UAT) PROCESS, Information and Technology Management Branch, (2008) http://www.bced.gov.bc.ca/imb/downloads/uat-test- process.pdf International Journal of Computer Science and Information Security (IJCSIS), Vol. 15, No. 8, Augus 2017 343 https://sites.google.com/site/ijcsis/ ISSN 1947-5500