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Skip search results from other journals and go to results- 8 JMIR Medical Informatics
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For global standardization and interoperability of medication data, the International Organization for Standardization (ISO) has been developing the Identification of Medicinal Products (IDMP) since 2012, providing a suite of 5 standards (ISO 11615, ISO 11616, ISO 11238, ISO 11239, and ISO 11240) for identifying and exchanging the information of each medicinal product for human use throughout the world [18-23].
JMIR Med Inform 2025;13:e64099
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Digital Health Innovations to Catalyze the Transition to Value-Based Health Care
One major barrier to integrating PROs into clinical practice is the lack of standardization of how PROs are measured [40]. Measurement of PROs can range from unstructured patient diaries to structured clinically validated questionnaires, such as PROMs. More sophisticated questions, such as when to disseminate PROMs to patients, how often to send these PROMs, and what data analysis should be done with the data, are usually raised once the appropriate PROMs are identified for a target patient group.
JMIR Med Inform 2025;13:e57385
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Hence, various studies are focusing on the transformation from HL7 (version 2 ) messages into further target formats, including structural reformation into JSON [23] or standardization into HL7 FHIR [24].
Our approach is based on that of a prior study that evaluated the transformation of Structure Maps into Mirth channels [25]. The results were promising, but it also emerged that the manual definition of Structure Maps became cumbersome and rapidly very complex.
JMIR Med Inform 2024;12:e57569
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Standardizing Corneal Transplantation Records Using openEHR: Case Study
Despite their widespread use, traditional EHRs are prone to lack of standardization and consistency [12]. As a consequence, inconsistency and fragmentation plague the management and documentation of corneal transplantation records, causing difficulties in accessing and sharing information, increased medical errors, and decreased patient safety.
JMIR Med Inform 2024;12:e48407
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In low- and middle-income countries, the burden of poor-quality health care has not been adequately quantified due to data scarcity, lack of standardization, and insufficient research on quality interventions. Moreover, recent estimates suggest that in these countries, between 5.7 and 8.4 million people die annually due to adverse events (AEs), where an incident resulted in harm to a patient [1].
JMIR Res Protoc 2024;13:e55466
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While data standardization and harmonization are essential for FAIR compliance, they are not sufficient on their own [6]. Another step involves rendering metadata machine-readable and more findable online, aligning with the objectives of Schema.org, a collaborative project among major search engines such as Google.
Online J Public Health Inform 2024;16:e56237
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Since there are different types of health information, such as data from EHRs, patient registries, genomics data, and data from health applications, the development of international data standardization, common guidelines, and recommendations are needed [4-8]. Without applying appropriate semantic standards, such as domain-relevant terminologies, interoperability will be limited. This may diminish the availability and potential value of data.
JMIR Med Inform 2024;12:e53535
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Unlike other EHR data, nursing documentation lacks standardization than other data such as diagnoses, laboratory, and medication data. The common data model (CDM) of the Observational Medical Outcome Partnership (OMOP) is designed to standardize the structure and content of observational data from multiple sites for efficient analyses that can produce reliable evidence; it is rarely used to standardize nursing documentation.
J Med Internet Res 2024;26:e53343
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Meanwhile, standardization of prompts by physicians would improve the performance of the model. It should be noted, however, that the use of Chat GPT must follow medical ethics and cannot replace doctors in diagnosis. Through the study, we hope to screen people who may have MCI and help them get to the hospital for diagnosis, so that early detection, early diagnosis, and early treatment can be achieved, delaying or even preventing the progression of MCI to AD.
J Med Internet Res 2023;25:e51501
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Standardization involving all stakeholders has been advocated [13-15] in order to guarantee app quality, mitigate risks, assist app development, enable informed decisions, and promote uptake in care pathways, pandemic response plans, and reimbursement [16-18].
To address the adoption barriers, the European Commission commissioned the European Committee for Standardization (CEN-CENELEC) to develop common principles for health apps.
JMIR Form Res 2023;7:e43905
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