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Nikiema JN, Liang J, Liang MQ, Dos Anjos D, Motulsky A. Improving the interoperability of drugs terminologies: Infusing local standardization with an international perspective. J Biomed Inform 2024; 151:104614. [PMID: 38395099 DOI: 10.1016/j.jbi.2024.104614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 02/10/2024] [Accepted: 02/17/2024] [Indexed: 02/25/2024]
Abstract
OBJECTIVES The objective of this study is to describe how OCRx (Canadian Drug Ontology) has been built to address the dual need for local drug information integration in Canada and alignment with international standards requirements. METHODS This paper delves into (i) the implementation efforts to meet the Identification of Medicinal Product (IDMP) requirements in OCRx, alongside the ontology update strategy, (ii) the structure of the ontology itself, (iii) the alignment approach with several reference Knowledge Organization Systems, including SNOMED CT, RxNorm, and the list of "Code Identifiant de Spécialité" (CIS-Code), and (iv) the look-up services developed to facilitate its access and utilization. RESULTS Each OCRx release contains two distinct versions: the full and the up-to-date version. The full version encompasses all drugs with a DIN code sanctioned by Health Canada, while the up-to-date version is limited to drugs currently marketed in Canada. In the last release of OCRx, the full version comprises 162,400 classes; meanwhile, the up-to-date version consists of 36,909 classes. In terms of mappings with OCRx, substances in RxNorm and SNOMED CT fall below 40%, registering at 37% and 22% respectively. Meanwhile, mappings for CIS-Code achieve coverage of 61%. The strength mappings are notably low for RxNorm at 40% and for CIS-code at 28%. This affects the mapping of clinical drugs, which are predominantly alignable through post-coordinated expressions: 56% for RxNorm, 80% for SNOMED CT, and 35% for CIS-Code. The main support service of OCRx is a look-up service known as PaperRx that displays OCRx's entities based on description logic queries (DL-queries) performed through the classified structure of OCRx. The look-up services also contain a SPARQL endpoint, an OCRx OWL file downloader, and a RESTful API. DISCUSSION The OCRx ontology demonstrates a significant effort towards integrating Canadian drug information with international standards. However, there are areas for improvement. In the future, our focus will be on refining the structure of OCRx for better classification capability and improvement of dosage conversion. Additionally, we aim to harness OCRx in constructing an ontology-based annotator, setting our sights on its deployment in real-world data integration scenarios.
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Affiliation(s)
- Jean Noël Nikiema
- Department of Management, Evaluation and Health Policy, School of Public Health, Université de Montréal, Canada; Centre de recherche en santé publique, Université de Montréal et CIUSSS du Centre-Sud-de-l'Île-de-Montréal, Canada; Laboratoire Transformation Numérique en Santé (LabTNS), Canada.
| | - James Liang
- Centre de recherche en santé publique, Université de Montréal et CIUSSS du Centre-Sud-de-l'Île-de-Montréal, Canada; Laboratoire Transformation Numérique en Santé (LabTNS), Canada
| | - Man Qing Liang
- Department of Management, Evaluation and Health Policy, School of Public Health, Université de Montréal, Canada; Laboratoire Transformation Numérique en Santé (LabTNS), Canada; Research Center, Centre hospitalier de l'Université de Montréal (CRCHUM), Canada
| | - Davllyn Dos Anjos
- Department of Management, Evaluation and Health Policy, School of Public Health, Université de Montréal, Canada; Laboratoire Transformation Numérique en Santé (LabTNS), Canada; Research Center, Centre hospitalier de l'Université de Montréal (CRCHUM), Canada
| | - Aude Motulsky
- Department of Management, Evaluation and Health Policy, School of Public Health, Université de Montréal, Canada; Laboratoire Transformation Numérique en Santé (LabTNS), Canada; Research Center, Centre hospitalier de l'Université de Montréal (CRCHUM), Canada
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Yazdi FB, Barraclough F, Collins JC, Chen J, El-Den S. Stakeholder perspectives on electronic prescribing in primary care: A scoping review. J Am Pharm Assoc (2003) 2024:102054. [PMID: 38401837 DOI: 10.1016/j.japh.2024.102054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 01/31/2024] [Accepted: 02/19/2024] [Indexed: 02/26/2024]
Abstract
BACKGROUND Electronic prescribing (e-prescribing) provides a convenient, efficient, paperless mechanism for the legal transfer of prescriptions between service users, prescribers, and dispensers. There have been advances in e-prescribing processes and increased uptake of e-prescribing globally, in recent years. OBJECTIVE To explore stakeholder perspectives on e-prescribing in primary care settings. METHODS A scoping review was conducted by systematically searching Medline, EMBASE, Scopus, and International Pharmaceutical Abstracts databases, using the key concepts "primary care", "e-prescribing", and "perspectives". Publications were selected by screening for eligibility against inclusion and exclusion criteria, whereby any publication written in English exploring e-prescribing in primary care settings from the perspective(s) of at least one type of stakeholder was eligible for inclusion. Following a systematic screening process, relevant data were extracted, collated, and synthesized. RESULTS Two thousand publications were identified and systematically screened, rendering 44 publications (e.g., primary research articles, abstracts) eligible for inclusion in this review. Most publications reported on studies conducted in the USA, the UK, and Europe and explored the views of pharmacists, pharmacy technicians, and pharmacy staff. Barriers to e-prescribing included system design and technical issues, lack of adequate training and communication issues between stakeholders. Enablers for e-prescribing included time savings, convenience, and increased legibility of prescriptions. CONCLUSIONS This review highlights many benefits of e-prescribing such as time efficiency, convenience, increased legibility, and less mishandling. Despite this, key barriers to e-prescribing within primary care settings were also recognized, including system design, technical issues, and lack of adequate training. As such, forcing functions, prescription tracking technologies, and better training have been identified as potential ways to address these barriers. While some negative experiences were reported, stakeholders were generally satisfied and had positive experiences with e-prescribing.
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Alanazi A, Al Rabiah F, Gadi H, Househ M, Al Dosari B. Factors influencing pharmacists' intentions to use Pharmacy Information Systems. INFORMATICS IN MEDICINE UNLOCKED 2018. [DOI: 10.1016/j.imu.2018.02.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Pharmacy and primary care perspectives on e-prescribing in a rural community: A focused ethnography. Res Social Adm Pharm 2017; 13:820-830. [DOI: 10.1016/j.sapharm.2016.08.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2016] [Accepted: 08/07/2016] [Indexed: 11/23/2022]
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Chauhan BF, Jeyaraman MM, Mann AS, Lys J, Skidmore B, Sibley KM, Abou-Setta AM, Zarychanski R. Behavior change interventions and policies influencing primary healthcare professionals' practice-an overview of reviews. Implement Sci 2017; 12:3. [PMID: 28057024 PMCID: PMC5216570 DOI: 10.1186/s13012-016-0538-8] [Citation(s) in RCA: 109] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2016] [Accepted: 12/13/2016] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND There is a plethora of interventions and policies aimed at changing practice habits of primary healthcare professionals, but it is unclear which are the most appropriate, sustainable, and effective. We aimed to evaluate the evidence on behavior change interventions and policies directed at healthcare professionals working in primary healthcare centers. METHODS Study design: overview of reviews. DATA SOURCE MEDLINE (Ovid), Embase (Ovid), The Cochrane Library (Wiley), CINAHL (EbscoHost), and grey literature (January 2005 to July 2015). STUDY SELECTION two reviewers independently, and in duplicate, identified systematic reviews, overviews of reviews, scoping reviews, rapid reviews, and relevant health technology reports published in full-text in the English language. DATA EXTRACTION AND SYNTHESIS two reviewers extracted data pertaining to the types of reviews, study designs, number of studies, demographics of the professionals enrolled, interventions, outcomes, and authors' conclusions for the included studies. We evaluated the methodological quality of the included studies using the AMSTAR scale. For the comparative evaluation, we classified interventions according to the behavior change wheel (Michie et al.). RESULTS Of 2771 citations retrieved, we included 138 reviews representing 3502 individual studies. The majority of systematic reviews (91%) investigated behavior and practice changes among family physicians. Interactive and multifaceted continuous medical education programs, training with audit and feedback, and clinical decision support systems were found to be beneficial in improving knowledge, optimizing screening rate and prescriptions, enhancing patient outcomes, and reducing adverse events. Collaborative team-based policies involving primarily family physicians, nurses, and pharmacists were found to be most effective. Available evidence on environmental restructuring and modeling was found to be effective in improving collaboration and adherence to treatment guidelines. Limited evidence on nurse-led care approaches were found to be as effective as general practitioners in patient satisfaction in settings like asthma, cardiovascular, and diabetes clinics, although this needs further evaluation. Evidence does not support the use of financial incentives to family physicians, especially for long-term behavior change. CONCLUSIONS Behavior change interventions including education, training, and enablement in the context of collaborative team-based approaches are effective to change practice of primary healthcare professionals. Environmental restructuring approaches including nurse-led care and modeling need further evaluation. Financial incentives to family physicians do not influence long-term practice change.
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Affiliation(s)
- Bhupendrasinh F Chauhan
- College of Pharmacy, University of Manitoba, Winnipeg, Canada.
- Children's Hospital Research Institute of Manitoba, Winnipeg, Canada.
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada.
| | - Maya M Jeyaraman
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada
| | | | - Justin Lys
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada
| | | | - Kathryn M Sibley
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada
- Community Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Ahmed M Abou-Setta
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada
- Community Health Sciences, University of Manitoba, Winnipeg, Canada
| | - Ryan Zarychanski
- George & Fay Yee Centre for Healthcare Innovation, Winnipeg, MB, Canada
- Community Health Sciences, University of Manitoba, Winnipeg, Canada
- Department of Haematology and Medical Oncology, CancerCare Manitoba, Winnipeg, Canada
- Department of Internal Medicine, University of Manitoba, Winnipeg, Canada
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Kivekäs E, Enlund H, Borycki E, Saranto K. General practitioners' attitudes towards electronic prescribing and the use of the national prescription centre. J Eval Clin Pract 2016; 22:816-25. [PMID: 27121026 DOI: 10.1111/jep.12548] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2015] [Revised: 03/24/2016] [Accepted: 03/25/2016] [Indexed: 11/29/2022]
Abstract
RATIONALE, AIMS AND OBJECTIVES The purpose of this study was to assess general practitioners' (GP) experience of an electronic prescription (e-prescription) system and the use of a national prescription centre. METHODS A web-based survey with 29 structured questions and 8 open-ended questions was used. The technology acceptance model was used to explain first users' use of e-prescribing technology. GPs (n = 269) in two different primary health care organizations, which implemented the e-prescribing module as the first of its kind in Finland. RESULTS Of the 269 GPs, 69 (26%) completed the survey. E-prescribing had influenced GP work and their management of patients' medication positively. Electronic health records and e-prescribing increased GPs' flexibility at work. There was a notable improvement in the management of prescription of narcotics with the introduction of e-prescribing. Issues with the e-prescribing system software delayed data processing and produced negative experience as users were forced to browse through too many pages to write a prescription. CONCLUSIONS E-prescribing has improved GP's patient medication management, meeting Finland's national objectives. E-prescriptions not only reinforce the process of writing, transmitting and checking the authenticity of prescriptions but also make it mandatory for all key prescription information to be present for transmission. The perceived usefulness of e-prescribing by GPs could lead to more widespread adoption of the technology. Making e-prescribing more user friendly requires reforming work processes, which in turn would enhance the effectiveness of GP work.
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Affiliation(s)
- Eija Kivekäs
- Department of Health and Social Management, University of Eastern Finland, Kuopio Campus, Kuopio, Finland.
| | | | - Elizabeth Borycki
- School of Health Information Science, University of Victoria, Victoria, Canada
| | - Kaija Saranto
- Department of Health and Social Management, University of Eastern Finland, Kuopio Campus, Kuopio, Finland
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Villaseñor S, Piscotty RJ. The current state of e-prescribing: Implications for advanced practice registered nurses. J Am Assoc Nurse Pract 2016; 28:54-61. [DOI: 10.1002/2327-6924.12263] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2015] [Accepted: 03/13/2015] [Indexed: 11/05/2022]
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Motulsky A, Sicotte C, Gagnon MP, Payne-Gagnon J, Langué-Dubé JA, Rochefort CM, Tamblyn R. Challenges to the implementation of a nationwide electronic prescribing network in primary care: a qualitative study of users' perceptions. J Am Med Inform Assoc 2015; 22:838-48. [PMID: 25882033 DOI: 10.1093/jamia/ocv026] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2014] [Accepted: 03/09/2015] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND AND OBJECTIVE The objective of this study was to identify physicians' and pharmacists' perceptions of the challenges and benefits to implementing a nationwide electronic prescribing network linking medical clinics and community pharmacies in Quebec, Canada. METHODS Forty-nine people (12 general practitioners, 2 managers, 33 community pharmacists, and 2 pharmacy staff members) from 40 points of care (10 primary care clinics (42% of all the connected sites) and 30 community pharmacies (44%)) were interviewed in 2013. Verbatim transcripts were analyzed using thematic analysis. RESULTS A low level of network use was observed. Most pharmacists processed e-prescriptions by manual entry instead of importing electronically. They reported concerns about potential errors generated by importing e-prescriptions, mainly due to the instruction field. Paper prescriptions were still perceived as the best means for safe and effective processing of prescriptions in pharmacies. Speed issues when validating e-prescription messages were seen as an irritant by physicians, and resulted in several of them abandoning transmission. Displaying the medications based on the dispensing data was identified as the main obstacle to meaningful use of medication histories. CONCLUSIONS Numerous challenges impeded realization of the benefits of this network. Standards for e-prescription messages, as well as rules for message validation, need to be improved to increase the potential benefits of e-prescriptions. Standard drug terminology including the concept of clinical medication should be developed, and the implementation of rules in local applications to allow for the classification and reconciliation of medication lists from dispensing data should be made a priority.
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Affiliation(s)
- Aude Motulsky
- Clinical and Health Informatics Research Group, Faculty of Medicine, McGill University, Montreal, Canada
| | - Claude Sicotte
- Department of Health Management, Université de Montréal, Montreal, Canada
| | - Marie-Pierre Gagnon
- Faculty of Nursing Sciences, Université Laval, Quebec City, Canada Public Health and Practice-Changing Research, CHU de Québec Research Centre, Quebec City, Canada
| | - Julie Payne-Gagnon
- Public Health and Practice-Changing Research, CHU de Québec Research Centre, Quebec City, Canada
| | | | - Christian M Rochefort
- Clinical and Health Informatics Research Group, Faculty of Medicine, McGill University, Montreal, Canada Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Canada
| | - Robyn Tamblyn
- Clinical and Health Informatics Research Group, Faculty of Medicine, McGill University, Montreal, Canada Department of Epidemiology, Biostatistics and Occupational Health, McGill University, Montreal, Canada
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The impacts of second generation e-prescribing usability on community pharmacists outcomes. Res Social Adm Pharm 2014; 11:339-51. [PMID: 25262599 DOI: 10.1016/j.sapharm.2014.08.011] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2014] [Revised: 08/22/2014] [Accepted: 08/22/2014] [Indexed: 11/22/2022]
Abstract
BACKGROUND The results from past studies about the effects of second-generation e-prescribing systems on community pharmacists' outcomes and practices are inconclusive, and the claims of effectiveness and efficiency of such systems have not been supported in all studies. There is a strong need to study the factors that lead to positive outcomes for the users of these systems. OBJECTIVE This paper intends to bridge the above gaps by empirically examining the impacts of user interface usability on the community pharmacists' outcomes. METHODS A quantitative survey research method was used and the data was collected from the community pharmacists, who use an e-prescribing system. Data from 152 questionnaires collected in a national survey were used to for the study. Partial Least Squares (PLS) path modeling was used to examine scale reliability, validity and hypotheses. RESULTS The scale was found to test well for reliability and validity. Examining the hypotheses illustrated that ease of use (P < 0.01, t = 5.79) and information quality (P < 0.01, t = 6.24) of an e-prescribing system improved pharmacists' outcomes (including communication, facilitation of care, reduction of workload and medical errors) while ease of use of the system was influenced by user interface consistency (P < 0.01, t = 7.35) and system error prevention (P < 0.01, t = 5.29). CONCLUSION To improve community pharmacists' outcomes and practices, the ease of use, information quality, consistency and error prevention features of e-prescribing systems should be improved. It was found that information quality had a stronger impact on the outcomes and hence improving the quality of the generated information would have higher impacts on users' outcomes.
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Abstract
OBJECTIVE The aim of the article is to describe the process of implementing the Estonian national second generation electronic prescription service (e-prescription) and determine if the objectives set by the Estonian government were fulfilled. MATERIALS AND METHODS The study presents an analysis of both retrospective and current data in the evaluation phase of a design research project. Sources include, among others, publicly available documents and previous evaluation studies. RESULTS According to all of the major stakeholders, the Estonian e-prescription service has very high usability and user satisfaction scores have been high. There is only little empirical evidence available to confirm if the benefits aimed for in the creation of the service were achieved. From a public administration viewpoint, the implementation of e-prescription has led to potential efficiency gains. CONCLUSION The Estonian second-generation e-prescription system is widely used by citizens, healthcare providers and administrators alike. However, there are gaps in measuring the impact of the service, especially with respect to time savings and enhanced healthcare quality. Additional functionalities will be key drivers in creating benefits for all stakeholders. Future nationwide e-health services should have a more rigorous evaluation process carried out during the design and implementation stages.
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Affiliation(s)
- Liisa Parv
- a Department of Technomedicum , Tallinn University of Technology , Tallinn , Estonia
| | - Priit Kruus
- b Praxis Centre for Policy Studies , Tallinn , Estonia , and
| | - Kaie Mõtte
- c Estonian Health Insurance Fund , Tallinn , Estonia
| | - Peeter Ross
- a Department of Technomedicum , Tallinn University of Technology , Tallinn , Estonia
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Lichtner V, Venters W, Hibberd R, Cornford T, Barber N. The fungibility of time in claims of efficiency: the case of making transmission of prescriptions electronic in English general practice. Int J Med Inform 2013; 82:1152-70. [PMID: 24008176 DOI: 10.1016/j.ijmedinf.2013.08.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2013] [Revised: 07/28/2013] [Accepted: 08/01/2013] [Indexed: 11/18/2022]
Abstract
OBJECTIVES This paper presents a study of the effects of the implementation of the NHS Electronic Prescription Service (EPS) on time spent on repeat prescribing in English general practice. EPS is a new network service for the electronic transmission of primary care prescriptions, principally between GP practices and community pharmacies. This service is promoted on the basis of the importance of safe and timely supply of medicines, and the level of medicines use by many patients with treatable chronic conditions. The service is also based on presumptions of significant time-savings and efficiency gains for general practices and GPs. Our objective was to assess the time-related changes (including time savings) conditioned by digital transmission of prescriptions, specifically for repeat prescribing activity in primary care practices. METHODS As part of the official evaluation of EPS in the English NHS we undertook a qualitative research design with field studies in four of the first GP practices adopting EPS. This research was based on interviews with clinical and administrative staff, and non-participant observation of repeat prescribing related activities. RESULTS We found that the use of EPS reduced turnaround time and conditioned changes in the workflow, with time-savings found mainly in relation to administrative tasks. But the use of this technology also created additional tasks and shifted existing tasks and responsibilities. Thus elimination of tasks did not automatically correspond to potential staff savings or cost savings. Tasks that were eliminated and new tasks that were created were not equivalent in terms of time spent, quality of attention required, and roles involved. CONCLUSIONS The wider claim that healthcare information technology saves time and increases efficiency is often based on assumptions of the fungibility of time and people - i.e. that units of time added or saved on different steps of the workflow can be summed up as if they were all of the same kind, and thus reveal any net efficiency gain. But workflow time savings involve changes in the quality of tasks, redistribution of work and responsibility that mean that time can hardly be added or subtracted to obtain 'efficiency totals'.
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Affiliation(s)
- Valentina Lichtner
- Decision Making Research Group, School of Healthcare, University of Leeds, United Kingdom.
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