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Fulltext Diagnosing angina using a simple neural network architecture

Bulgiba, A.M.

JUMMEC, 2006;9(1):39-43.
MyJurnal

The aim of the study was to research the use of a simple neural network in diagnosing angina in patients complaining of chest pain. A total of 887 records were extracted from the electronic medical record system (EMR) in Selayang Hospital, Malaysia. Simple neural networks (simple perceptrons) were built and trained using a subset of 470 records with and without pre-processing using principal components analysis (PCA). These were subsequently tested on another subset of 417 records. Average sensitivity of 80.75% (95% CI 79.54%, 81.96%), specificity of 41.64% (95% CI 40.13%, 43.15%), PPV of 46.73% (95% CI 45.20%, 48.26%) and NPV of 77.39% (95% CI 76.11%, 78.67%) were achieved with the simple perceptron. When PCA pre-processing was used, the perceptrons had a sensitivity of 1.43% (95% CI 1.06%, 1.80%), specificity of 98.32% (95% CI 97.92%, 98.72%), PPV of 32.95% (95% CI 31.51%, 34.39%) and NPV of 61.33% (95% CI 59.84%, 62.82%). These results show that it is possible for a simple neural network to have respectable sensitivity and specificity levels for angina.

Matched MeSH terms: Electronic Health Records
Professional Practice and Innovation: The Development and Design of an Electronic Patient Record Using Open Source Web-Based Technology

Syed-Mohamad SM, Ali SH, Mat-Husin MN

Health Inf Manag, 2010 Mar;39(1):30-35.
PMID: 28683624 DOI: 10.1177/183335831003900105

This paper describes the method used to develop the One Stop Crisis Centre (OSCC) Portal, an open-source web-based electronic patient record system (EPR) for the One Stop Crisis Center, Hospital Universiti Sains Malaysia (HUSM) in Kelantan, Malaysia. Features and functionalities of the system are presented to demonstrate the workflow. Use of the OSCC Portal improved data integration and data communication and contributed to improvements in care management. With implementation of the OSCC portal, improved coordination between disciplines and standardisation of data in HUSM were noticed. It is expected that this will in turn result in improved data confidentiality and data integrity. The collected data will also be useful for quality assessment and research. Other low-resource centers with limited computer hardware and access to open-source software could benefit from this endeavour.

Matched MeSH terms: Electronic Health Records
The development and design of an electronic patient record using open source web-based technology

Syed-Mohamad SM, Ali SH, Mat-Husin MN

Health Inf Manag, 2010;39(1):30-5.
PMID: 20335647

This paper describes the method used to develop the One Stop Crisis Centre (OSCC) Portal, an open source web-based electronic patient record system (EPR) for the One Stop Crisis Center, Hospital Universiti Sains Malaysia (HUSM) in Kelantan, Malaysia. Features and functionalities of the system are presented to demonstrate the workflow. Use of the OSCC Portal improved data integration and data communication and contributed to improvements in care management. With implementation of the OSCC portal, improved coordination between disciplines and standardisation of data in HUSM were noticed. It is expected that this will in turn result in improved data confidentiality and data integrity. The collected data will also be useful for quality assessment and research. Other low-resource centers with limited computer hardware and access to open-source software could benefit from this endeavour.

Matched MeSH terms: Electronic Health Records*
Risk factors for lower extremity amputation among patients with diabetes in Singapore

Yang Y, Østbye T, Tan SB, Abdul Salam ZH, Ong BC, Yang KS

J Diabetes Complications, 2011 Nov-Dec;25(6):382-6.
PMID: 21983153 DOI: 10.1016/j.jdiacomp.2011.08.002

BACKGROUND:
Among other risk factors, renal disease and ethnicity have been associated with diabetic lower extremity amputation (LEA) in Western populations. However, little is known about risk factors for LEA among Asian patients.

OBJECTIVE:
The objective was to assess the proportion of hospitalized patients with diabetes who have a LEA among all hospital patients with diabetes mellitus (DM) and to investigate risk factors for diabetic LEA (especially renal disease and ethnicity) using hospital discharge database.

METHOD:
A retrospective study of hospital discharge database (2004-2009) was performed to identify patients with DM, LEA and renal disease using the International Statistical Classification of Diseases and Related Health Problems, Ninth Revision, Australian Modification codes.

RESULTS:
Of 44 917 hospitalized patients with DM during the 6 years, 7312 (16.3%) patients had renal disease, and 1457 (3.2%) patients had LEA. DM patients with renal disease had significant higher rates of LEA (7.1%) compared to DM patients without renal disease (2.5%, P < .001). The differences were present for foot (2.7% vs. 1.2%), ankle or leg (2.8% vs. 0.9%), and knee or above amputation (1.6% vs. 0.4%, all P

Matched MeSH terms: Electronic Health Records
Fulltext Using TelePrimary Care to monitor immunization status in Sarikei Health Clinic, Sarikei, Sarawak

Lai BF, Safii R, Nyulang L, Dunggau C, Riffin MA, Khu FM, et al.

Int J Public Health Res, 2011;1(2):237-241.
MyJurnal

Introduction The purpose of this paper is to demonstrate the effectiveness of using TelePrimary Care (TPC) to monitor immunization programmed in a clinic. Japanese Encephalitis (JE) vaccination was selected as an example because its coverage has not been satisfactory when compared to that of other vaccinations, which generally exceed 90%.
Methods Data for all children who were eligible for JE vaccination (age range from 9 months to 30 months) who attended Sarikei Health Clinic between 1 January 2007 till 31 June 2008, was extracted from the TPC database and analyzed for completeness and timeliness of JE vaccination.
Results The analysis showed that although 1,243 children were eligible to receive their first dose of J vaccine at 9 months of age, only 560 (45%) received it. 15 (3%) received on time, and 545 (97%) received it late (age range from 10 months to 20 months). Out of the 560 who were scheduled to receive their second dose of JE vaccine four weeks after the first, 382 (88%) received it on time, and 55 (12%) received it late. Only 78 (18%) out of 429 children aged between 18 months to 24 months received their booster dose; 52 (67%) received it on time and 26 (33%) received it late.TPC not only enables health staff to monitor immunization coverage and timeliness accurately, but it also helps them to identify defaulters quickly so that these children can be traced and immunized. Doing these tasks manually is time-consuming and tedious, leading to delays in tracing defaulters.
Conclusions TPC provides an effective system for staff to easily access real time child health data to monitor and audit their immunization programme and take remedial action where necessary.
Study site: Klinik Kesihatan Sarikei, Sarawak, Malaysia

Matched MeSH terms: Electronic Health Records
AMI screening using linguistic fuzzy rules

Ainon RN, Bulgiba AM, Lahsasna A

J Med Syst, 2012 Apr;36(2):463-73.
PMID: 20703704 DOI: 10.1007/s10916-010-9491-2

This paper aims at identifying the factors that would help to diagnose acute myocardial infarction (AMI) using data from an electronic medical record system (EMR) and then generating structure decisions in the form of linguistic fuzzy rules to help predict and understand the outcome of the diagnosis. Since there is a tradeoff in the fuzzy system between the accuracy which measures the capability of the system to predict the diagnosis of AMI and transparency which reflects its ability to describe the symptoms-diagnosis relation in an understandable way, the proposed fuzzy rules are designed in a such a way to find an appropriate balance between these two conflicting modeling objectives using multi-objective genetic algorithms. The main advantage of the generated linguistic fuzzy rules is their ability to describe the relation between the symptoms and the outcome of the diagnosis in an understandable way, close to human thinking and this feature may help doctors to understand the decision process of the fuzzy rules.

Matched MeSH terms: Electronic Health Records*
Prevalence and usage of printed and electronic drug references and patient medication records in community pharmacies in Malaysia

Usir E, Lua PL, Majeed AB

J Pharm Pract, 2012 Jun;25(3):374-80.
PMID: 22551563 DOI: 10.1177/0897190012442218

This study aimed to determine the availability and usage of printed and electronic references and Patient Medication Record in community pharmacy. It was conducted for over 3 months from 15 January to 30 April 2007. Ninety-three pharmacies participated. Structured questionnaires were mailed to community pharmacies. Six weeks later a reminder was sent to all non responders, who were given another six weeks to return the completed questionnaire. Outcomes were analyzed using descriptive statistics and chi-square test of independence. Almost all the pharmacies (96.8%) have at least Monthly Index of Medical Specialties (MIMS) while 78.5% have at least MIMS ANNUAL in their stores. Only about a third (31.2%) of the pharmacies were equipped with online facilities of which the majority referred to medical websites (88.9%) with only a minority (11.1%) referring to electronic journals. More than half (59.1%) of the pharmacists kept Patient Medication Record profiles with 49.1% storing it in paper, 41.8% electronically and 9.1% in both printed and electronic versions. In general, prevalence and usage of electronic references in community pharmacies were rather low. Efforts should be increased to encourage wider usage of electronic references and Patient Medication Records in community pharmacies to facilitate pharmaceutical care.

Matched MeSH terms: Electronic Health Records/trends; Electronic Health Records/utilization*
Fulltext Personal health records: mobile biosensors and smartphones for developing countries

Simon SK, Seldon HL

Stud Health Technol Inform, 2012;182:125-32.
PMID: 23138087

A target of telehealth is to maintain or improve the health of people outside the normal healthcare infrastructure. A modern paradigm in healthcare, and one which fits perfectly with telehealth, is "person self-monitoring", and this fits with the concept of "personal health record" (PHR). One factor in maintaining health is to monitor physiological parameters; this is of course especially important in people with chronic maladies such as diabetes or heart disease. Parameters to be monitored include blood pressure, pulse rate, temperature, weight, blood glucose, oxygen saturation, electrocardiogram (ECG), etc. So one task within telehealth would be to help monitor an individual's physiological parameters outside of healthcare institutions and store the results in a PHR in a way which is available, comprehensible and beneficial to the individual concerned and to healthcare providers. To date many approaches to this problem have been fragmented - emphasizing only part of the problem - or proprietary and not freely verifiable. We describe a framework to approach this task; it emphasizes the implementation of standards for data acquisition, storage and transmission in order to maximize the compatibility among disparate components, e.g. various PHR systems. Data from mobile biosensors is collected on a smartphone using the IEEE 11073 standard where possible; the data can be stored in a PHR on the phone (using standard formats) or can be converted in real-time into more useful information in the PHR, which is based on the International Classification for Primary Care (ICPC2e). The phone PHR data or information can be uploaded to a central online PHR using either the Wi-Fi or GSM transmission protocol together with the Continuity of Care Record message format (CCR, ASTM E2369).

Matched MeSH terms: Electronic Health Records/instrumentation; Electronic Health Records/organization & administration*
Fulltext Impact of previous abdominal surgery on laparoscopic cystectomy/oophorectomy results: a comparative clinical study

Hazim, W., Roszaman, R.

International Medical Journal Malaysia, 2012;11(2):29-33.
MyJurnal

Introduction: In the past, patients with previous abdominal surgery were discouraged from laparoscopic surgery because of perceived increased risk of bowel injury caused by needle and trocar insertion. However, data on the feasibility and safety of surgery of this nature is increasing. We aim to evaluate the surgical outcome of laparoscopic ovarian cystectomy/oophorectomy in previous abdominal surgery. Methods: This is a cross-sectional study with descriptive analysis of retrospective data collection from the electronic medical records of women with laparoscopic ovarian cystectomy/ oophorectomy from January 2000 until Dec 2008. Results from patients with previous abdominal surgery were compared with those of women without prior abdominal surgery. Results: Three hundred and seventeen (317) laparoscopic cystectomies/ oophorectomies were performed during the study period. 71 patients (22.5%) had previous history of abdominal surgery. Adhesions were found in 72% of patients versus 40% (p=0.001) who had previous abdominal surgery but the conversion to open surgery rate was similar (3%, p < 0.05). There was no significant difference in blood loss (134.1 ml ±18.6 vs 119.0 ml ± 9.5), operating time (107 min ± 42.0 versus 102.6 min ± 42.6) and postoperative hospital stay (1.92 days ± 1.0 vs 1.91 days ± 0.7 ). The incidence of peri-operative and post-operative complication showed no significant difference in those who had undergone previous abdominal surgery than those without prior abdominal surgery (p=0.7). The overall complication rate in this series was 0.32 %. Conclusion: Laparoscopic cystectomy/ oophorectomy in the previous abdominal surgery is safe with no increase in morbidity.

Matched MeSH terms: Electronic Health Records
Fulltext Diagnosis and management of ruptured hepatoma: single center experience over 10 years

Letchumanan VP, Lim KF, Mohamad AB

Med J Malaysia, 2013 Oct;68(5):405-9.
PMID: 24632870 MyJurnal

INTRODUCTION: Spontaneous rupture is a dramatic presentation of HCC and it carries high mortality rate. To study the outcomes of ruptured HCC patients managed at a tertiary referral centre in Malaysia.
METHODS: A retrospective review of all ruptured HCC patients managed as inpatient at the Department of Hepatobiliary Surgery, Hospital Selayang between January 2001 and December 2010. Data was retrieved from the hospital electronic medical records, Powerchart (Cerner Corporation Inc., USA) and supplemented with registry from Interventional Radiology record of chemoembolization and registry from hepatobiliary operative surgery records.
RESULTS: There were 22 patients admitted with confirmed diagnosis of ruptured HCC over 10 years period. The common clinical findings on presentation were abdominal pain and presence of shock (36.4%). The mortality rate was 81.8% with only four patients noted to be alive during the follow up. One year overall survival for ER and DR are 40.0% and 72.7% respectively and the median survival in patients treated with DR was 433.3 days whereas it was 212.5 days in ER group.
CONCLUSIONS: This study supports the clinical practice of TAE should be the first line treatment followed by staged surgery in suitable candidates with ruptured HCC.

Matched MeSH terms: Electronic Health Records
An enhanced security solution for electronic medical records based on AES hybrid technique with SOAP/XML and SHA-1

Kiah ML, Nabi MS, Zaidan BB, Zaidan AA

J Med Syst, 2013 Oct;37(5):9971.
PMID: 24037086 DOI: 10.1007/s10916-013-9971-2

This study aims to provide security solutions for implementing electronic medical records (EMRs). E-Health organizations could utilize the proposed method and implement recommended solutions in medical/health systems. Majority of the required security features of EMRs were noted. The methods used were tested against each of these security features. In implementing the system, the combination that satisfied all of the security features of EMRs was selected. Secure implementation and management of EMRs facilitate the safeguarding of the confidentiality, integrity, and availability of e-health organization systems. Health practitioners, patients, and visitors can use the information system facilities safely and with confidence anytime and anywhere. After critically reviewing security and data transmission methods, a new hybrid method was proposed to be implemented on EMR systems. This method will enhance the robustness, security, and integration of EMR systems. The hybrid of simple object access protocol/extensible markup language (XML) with advanced encryption standard and secure hash algorithm version 1 has achieved the security requirements of an EMR system with the capability of integrating with other systems through the design of XML messages.

Matched MeSH terms: Electronic Health Records*
Security analysis of a chaotic map-based authentication scheme for telecare medicine information systems

Yau WC, Phan RC

J Med Syst, 2013 Dec;37(6):9993.
PMID: 24194093 DOI: 10.1007/s10916-013-9993-9

Many authentication schemes have been proposed for telecare medicine information systems (TMIS) to ensure the privacy, integrity, and availability of patient records. These schemes are crucial for TMIS systems because otherwise patients' medical records become susceptible to tampering thus hampering diagnosis or private medical conditions of patients could be disclosed to parties who do not have a right to access such information. Very recently, Hao et al. proposed a chaotic map-based authentication scheme for telecare medicine information systems in a recent issue of Journal of Medical Systems. They claimed that the authentication scheme can withstand various attacks and it is secure to be used in TMIS. In this paper, we show that this authentication scheme is vulnerable to key-compromise impersonation attacks, off-line password guessing attacks upon compromising of a smart card, and parallel session attacks. We also exploit weaknesses in the password change phase of the scheme to mount a denial-of-service attack. Our results show that this scheme cannot be used to provide security in a telecare medicine information system.

Matched MeSH terms: Electronic Health Records/standards
Fulltext Accessibility and utilization patterns of a mobile medical clinic among vulnerable populations

Gibson BA, Ghosh D, Morano JP, Altice FL

Health Place, 2014 Jul;28:153-66.
PMID: 24853039 DOI: 10.1016/j.healthplace.2014.04.008

We mapped mobile medical clinic (MMC) clients for spatial distribution of their self-reported locations and travel behaviors to better understand health-seeking and utilization patterns of medically vulnerable populations in Connecticut. Contrary to distance decay literature, we found that a small but significant proportion of clients was traveling substantial distances to receive repeat care at the MMC. Of 8404 total clients, 90.2% lived within 5 miles of a MMC site, yet mean utilization was highest (5.3 visits per client) among those living 11-20 miles of MMCs, primarily for those with substance use disorders. Of clients making >20 visits, 15.0% traveled >10 miles, suggesting that a significant minority of clients traveled to MMC sites because of their need-specific healthcare services, which are not only free but available at an acceptable and accommodating environment. The findings of this study contribute to the important research on healthcare utilization among vulnerable population by focusing on broader dimensions of accessibility in a setting where both mobile and fixed healthcare services coexist.

Matched MeSH terms: Electronic Health Records
Open source EMR software: profiling, insights and hands-on analysis

Kiah ML, Haiqi A, Zaidan BB, Zaidan AA

Comput Methods Programs Biomed, 2014 Nov;117(2):360-82.
PMID: 25070757 DOI: 10.1016/j.cmpb.2014.07.002

The use of open source software in health informatics is increasingly advocated by authors in the literature. Although there is no clear evidence of the superiority of the current open source applications in the healthcare field, the number of available open source applications online is growing and they are gaining greater prominence. This repertoire of open source options is of a great value for any future-planner interested in adopting an electronic medical/health record system, whether selecting an existent application or building a new one. The following questions arise. How do the available open source options compare to each other with respect to functionality, usability and security? Can an implementer of an open source application find sufficient support both as a user and as a developer, and to what extent? Does the available literature provide adequate answers to such questions? This review attempts to shed some light on these aspects.

Matched MeSH terms: Electronic Health Records/organization & administration*
Meeting the security requirements of electronic medical records in the ERA of high-speed computing

Alanazi HO, Zaidan AA, Zaidan BB, Kiah ML, Al-Bakri SH

J Med Syst, 2015 Jan;39(1):165.
PMID: 25481568 DOI: 10.1007/s10916-014-0165-3

This study has two objectives. First, it aims to develop a system with a highly secured approach to transmitting electronic medical records (EMRs), and second, it aims to identify entities that transmit private patient information without permission. The NTRU and the Advanced Encryption Standard (AES) cryptosystems are secured encryption methods. The AES is a tested technology that has already been utilized in several systems to secure sensitive data. The United States government has been using AES since June 2003 to protect sensitive and essential information. Meanwhile, NTRU protects sensitive data against attacks through the use of quantum computers, which can break the RSA cryptosystem and elliptic curve cryptography algorithms. A hybrid of AES and NTRU is developed in this work to improve EMR security. The proposed hybrid cryptography technique is implemented to secure the data transmission process of EMRs. The proposed security solution can provide protection for over 40 years and is resistant to quantum computers. Moreover, the technique provides the necessary evidence required by law to identify disclosure or misuse of patient records. The proposed solution can effectively secure EMR transmission and protect patient rights. It also identifies the source responsible for disclosing confidential patient records. The proposed hybrid technique for securing data managed by institutional websites must be improved in the future.

Matched MeSH terms: Electronic Health Records/organization & administration*
Fulltext Evaluation and selection of open-source EMR software packages based on integrated AHP and TOPSIS

Zaidan AA, Zaidan BB, Al-Haiqi A, Kiah ML, Hussain M, Abdulnabi M

J Biomed Inform, 2015 Feb;53:390-404.
PMID: 25483886 DOI: 10.1016/j.jbi.2014.11.012

Evaluating and selecting software packages that meet the requirements of an organization are difficult aspects of software engineering process. Selecting the wrong open-source EMR software package can be costly and may adversely affect business processes and functioning of the organization. This study aims to evaluate and select open-source EMR software packages based on multi-criteria decision-making. A hands-on study was performed and a set of open-source EMR software packages were implemented locally on separate virtual machines to examine the systems more closely. Several measures as evaluation basis were specified, and the systems were selected based a set of metric outcomes using Integrated Analytic Hierarchy Process (AHP) and TOPSIS. The experimental results showed that GNUmed and OpenEMR software can provide better basis on ranking score records than other open-source EMR software packages.

Matched MeSH terms: Electronic Health Records*
Fulltext Role of OpenEHR as an open source solution for the regional modelling of patient data in obstetrics

Pahl C, Zare M, Nilashi M, de Faria Borges MA, Weingaertner D, Detschew V, et al.

J Biomed Inform, 2015 Jun;55:174-87.
PMID: 25900270 DOI: 10.1016/j.jbi.2015.04.004

This work investigates, whether openEHR with its reference model, archetypes and templates is suitable for the digital representation of demographic as well as clinical data. Moreover, it elaborates openEHR as a tool for modelling Hospital Information Systems on a regional level based on a national logical infrastructure. OpenEHR is a dual model approach developed for the modelling of Hospital Information Systems enabling semantic interoperability. A holistic solution to this represents the use of dual model based Electronic Healthcare Record systems. Modelling data in the field of obstetrics is a challenge, since different regions demand locally specific information for the process of treatment. Smaller health units in developing countries like Brazil or Malaysia, which until recently handled automatable processes like the storage of sensitive patient data in paper form, start organizational reconstruction processes. This archetype proof-of-concept investigation has tried out some elements of the openEHR methodology in cooperation with a health unit in Colombo, Brazil. Two legal forms provided by the Brazilian Ministry of Health have been analyzed and classified into demographic and clinical data. LinkEHR-Ed editor was used to read, edit and create archetypes. Results show that 33 clinical and demographic concepts, which are necessary to cover data demanded by the Unified National Health System, were identified. Out of the concepts 61% were reused and 39% modified to cover domain requirements. The detailed process of reuse, modification and creation of archetypes is shown. We conclude that, although a major part of demographic and clinical patient data were already represented by existing archetypes, a significant part required major modifications. In this study openEHR proved to be a highly suitable tool in the modelling of complex health data. In combination with LinkEHR-Ed software it offers user-friendly and highly applicable tools, although the complexity built by the vast specifications requires expert networks to define generally excepted clinical models. Finally, this project has pointed out main benefits enclosing high coverage of obstetrics data on the Clinical Knowledge Manager, simple modelling, and wide network and support using openEHR. Moreover, barriers described are enclosing the allocation of clinical content to respective archetypes, as well as stagnant adaption of changes on the Clinical Knowledge Manager leading to redundant efforts in data contribution that need to be addressed in future works.

Matched MeSH terms: Electronic Health Records/organization & administration*
A case study evaluation of a Critical Care Information System adoption using the socio-technical and fit approach

Yusof MM

Int J Med Inform, 2015 Jul;84(7):486-99.
PMID: 25881560 DOI: 10.1016/j.ijmedinf.2015.03.001

Clinical information systems have long been used in intensive care units but reports on their adoption and benefits are limited. This study evaluated a Critical Care Information System implementation.

Matched MeSH terms: Electronic Health Records/utilization*
Fulltext Ranking the Meso Level Critical Factors of Electronic Medical Records Adoption Using Fuzzy Topsis Method

Ahmadi H, Nilashi M, Ibrahim O, Raisian K

Curr Health Sci J, 2016 03 29;42(1):82-93.
PMID: 30568817 DOI: 10.12865/CHSJ.42.01.12

As Electronic Medical Records (EMRs) have a great possibility for rising physician's performance in their daily work which improves quality, safety and efficiency in healthcare, they are implemented throughout the world (Boonstra and Broekhuis, 2010). In physician practices the rate of EMRs adoption has been slow and restricted (around 25%) according to Endsley, Baker, Kershner, and Curtin (2005) in spite of the cost savings through lower administrative costs and medical errors related with EMRs systems. The core objective of this research is to identify, categorize, and analyse meso-level factors introduced by Lau et al, 2012, perceived by physicians to the adoption of EMRs in order to give more knowledge in primary care setting. Finding was extracted through questionnaire which distributed to 350 physicians in primary cares in Malaysia to assess their perception towards EMRs adoption. The findings showed that Physicians had positive perception towards some features related to technology adoption success and emphasized EMRs had helpful impact in their office. The fuzzy TOPSIS physician EMRs adoption model in meso-level developed and its factors and sub-factors discussed in this study which provide making sense of EMRs adoption. The related factors based on meso-level perspective prioritized and ranked by using the fuzzy TOPSIS. The purpose of ranking using these approaches is to inspect which factors are more imperative in EMRs adoption among primary care physicians. The result of performing fuzzy TOPSIS is as a novelty method to identify the critical factors which assist healthcare organizations to inspire their users in accepting of new technology.

Matched MeSH terms: Electronic Health Records
eRegistries: indicators for the WHO Essential Interventions for reproductive, maternal, newborn and child health

Flenady V, Wojcieszek AM, Fjeldheim I, Friberg IK, Nankabirwa V, Jani JV, et al.

BMC Pregnancy Childbirth, 2016 Sep 30;16(1):293.
PMID: 27716088

BACKGROUND: Electronic health registries - eRegistries - can systematically collect relevant information at the point of care for reproductive, maternal, newborn and child health (RMNCH). However, a suite of process and outcome indicators is needed for RMNCH to monitor care and to ensure comparability between settings. Here we report on the assessment of current global indicators and the development of a suite of indicators for the WHO Essential Interventions for use at various levels of health care systems nationally and globally.
METHODS: Currently available indicators from both household and facility surveys were collated through publicly available global databases and respective survey instruments. We then developed a suite of potential indicators and associated data points for the 45 WHO Essential Interventions spanning preconception to newborn care. Four types of performance indicators were identified (where applicable): process (i.e. coverage) and outcome (i.e. impact) indicators for both screening and treatment/prevention. Indicators were evaluated by an international expert panel against the eRegistries indicator evaluation criteria and further refined based on feedback by the eRegistries technical team.
RESULTS: Of the 45 WHO Essential Interventions, only 16 were addressed in any of the household survey data available. A set of 216 potential indicators was developed. These indicators were generally evaluated favourably by the panel, but difficulties in data ascertainment, including for outcome measures of cause-specific morbidity and mortality, were frequently reported as barriers to the feasibility of indicators. Indicators were refined based on feedback, culminating in the final list of 193 total unique indicators: 93 for preconception and antenatal care; 53 for childbirth and postpartum care; and 47 for newborn and small and ill baby care.
CONCLUSIONS: Large gaps exist in the availability of information currently collected to support the implementation of the WHO Essential Interventions. The development of this suite of indicators can be used to support the implementation of eRegistries and other data platforms, to ensure that data are utilised to support evidence-based practice, facilitate measurement and accountability, and improve maternal and child health outcomes.

Matched MeSH terms: Electronic Health Records/statistics & numerical data*

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