Bibliography of Studies About HL7® FHIR®
FHIR Publications by Year
Bibliography
4928801
7MQ854T6
1
national-library-of-medicine-grant-proposals
50
date
desc
1
1
16201
https://danielvreeman.com/dv/wp-content/plugins/zotpress/
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1.
Mazurenko O, Harle CA, Musey PI, Schleyer TK, Sanner LM, Vest JR. Integrating a risk prediction score in a clinical decision support to identify patients with health-related social needs in the emergency department. JAMIA Open. 2025 Aug;8(4):ooaf060. PMCID: PMC12233013 Cite
1.
Lee HA, Huang JC, Huang SW, Chen WH, Marcelo AB, Aljibe MSO, Hsu CY. Implementing a Cross-Border Next-Generation Personal Health Record in the Philippines and Taiwan: An Implementation Case Report Using Health Level 7 International Fast Healthcare Interoperability Resources. JMIR Form Res. 2025 July 2;9:e56272. PMCID: PMC12240210 Cite
1.
Netzband S, Frei J, Weber F, Ignatenko Y, Grieger M, Gottschalk F, Auer F, Müller D, Brunner JO, Kramer F. Introducing a FHIR-Based Toolset for Analyzing Nursing-Related Data. Stud Health Technol Inform. 2025 June 26;328:278–282. PMID: 40588926 Cite
1.
Jayathissa P, Rupasinghe A, Hewapathirana R. Development of FHIR-Based Personal Health Care Mobile Application for Cardiac Care Management in Low and Middle-Income Countries (LMIC). Stud Health Technol Inform. 2025 June 26;328:348–349. PMID: 40588942 Cite
1.
Trama A, Rath A, Chronaki C, Casali PG. Extending the Patient Summary for Rare Disease and Rare Cancers in the EHDS. Stud Health Technol Inform. 2025 June 26;328:372–376. PMID: 40588948 Cite
1.
Jafarpour M, Jouned A, Tassatti LS, Katsch F, Duftschmid G. Bridging the Legacy Interoperability Gap: A Flexible Approach to Implementing a FHIR Facade for EAV-Based Health Information Systems. Stud Health Technol Inform. 2025 June 26;328:382–386. PMID: 40588950 Cite
1.
Frei J, Müller D, Kramer F, Auer F. Managing FHIR Servers with Docker Containers for Practical Courses in University Teaching. Stud Health Technol Inform. 2025 June 26;328:491–495. PMID: 40588974 Cite
1.
Bayor AA, Li J, Yang IA, Varnfield M. Designing Clinical Decision Support Systems (CDSS)-A User-Centered Lens of the Design Characteristics, Challenges, and Implications: Systematic Review. J Med Internet Res. 2025 June 20;27:e63733. PMID: 40540451 Cite
1.
Grimes J, Brush R, Rhyzhikov N, Szul P, Mandel J, Gottlieb D, Grieve G, Sadjad B, Sanyal A. SQL on FHIR - Tabular views of FHIR data using FHIRPath. NPJ Digit Med. 2025 June 9;8(1):342. PMCID: PMC12149319 Cite
1.
Mollerus F, Lynch C, Bruining H. Data Interoperability for a Systems Approach to Developmental Conditions. Neurosci Biobehav Rev. 2025 June 6;106245. PMID: 40484261 Cite
1.
Li J, Maddock E, Hosking M, Ebrill K, Sullivan J, Loi K, Tavares-Rixon D, Jayasena R, Grieve G, Delaforce A. Identifying and Optimizing Factors Influencing the Implementation of a Fast Healthcare Interoperability Resources Accelerator: Qualitative Study Using the Consolidated Framework for Implementation Research-Expert Recommendations for Implementing Change Approach. JMIR Med Inform. 2025 May 27;13:e66421. PMCID: PMC12152436 Cite
1.
Wen Y, Choo VY, Eil JH, Thun S, Pinto Dos Santos D, Kast J, Sigle S, Prokosch HU, Ovelgönne DL, Borys K, Kohnke J, Arzideh K, Winnekens P, Baldini G, Schmidt CS, Haubold J, Nensa F, Pelka O, Hosch R. Exchange of Quantitative Computed Tomography Assessed Body Composition Data Using Fast Healthcare Interoperability Resources as a Necessary Step Toward Interoperable Integration of Opportunistic Screening Into Clinical Practice: Methodological Development Study. J Med Internet Res. 2025 May 21;27:e68750. PMID: 40397929 Cite
1.
Kamal MM, Kutafina E, Beyan O. Real-Time Automated Monitoring Architecture for Ensuring Quality ETL Processes in Healthcare Data: A Case Study from Cologne University Hospital’s Medical Data Integration Center. Stud Health Technol Inform. 2025 May 15;327:193–197. PMID: 40380412 Cite
1.
Kampf MO, Prokosch HU, Gulden C, Kraska D, Ganslandt T, Seuchter SA. Evaluation of a DIC Broad Consent Cohort. Stud Health Technol Inform. 2025 May 15;327:492–496. PMID: 40380496 Cite
1.
Zohner J, Michel-Backofen A, Marquardt K. Using a Semantic Network Application as an Enhanced Metadata Repository. Stud Health Technol Inform. 2025 May 15;327:603–604. PMID: 40380523 Cite
1.
Jayathissa P, Rohatsch L, Sauermann S, Hussein R. OMOP-on-FHIR: Integrating the Clinical Data Through FHIR Bundle to OMOP CDM. Stud Health Technol Inform. 2025 May 15;327:667–671. PMID: 40380541 Cite
1.
Blasini R, Majeed RW, Beck J, Michel-Backofen A. Design and Implementation of a FHIR-Based Data Infrastructure from Hospital Information Systems to the German Emergency Department Data Admission Registry AKTIN. Stud Health Technol Inform. 2025 May 15;327:693–697. PMID: 40380546 Cite
1.
Kocman SE, Köster H, Gulden C, Kapsner LA, Engel I, Prokosch HU, Mang JM. Is Research Data Trustworthy? A Quality Comparison Between FHIR, Trinetx and Clinical Data Sources. Stud Health Technol Inform. 2025 May 15;327:703–707. PMID: 40380548 Cite
1.
Schulz S, Martínez Costa C. Semantic Representation of Medical Data Collection Forms Using Standards. Stud Health Technol Inform. 2025 May 15;327:708–712. PMID: 40380549 Cite
1.
Murgia Y, Esposito C, Gazzarata R, Cirillo F, Giacomini M. Profile of Diabetic Patient Requirements Using FHIR Resources. Stud Health Technol Inform. 2025 May 15;327:718–722. PMID: 40380551 Cite
1.
Murgia Y, Gazzarata R, Bonetto M, Monteverde ME, Cenderello G, di Biagio A, Giacomini M. From the Ligurian HIV Network to an European Framework for HIV Surveillance and Control. Stud Health Technol Inform. 2025 May 15;327:751–752. PMID: 40380560 Cite
1.
Beck J, Blasini R, Michel-Backofen A. Transforming Data from a Commercial Hospital Information System into FHIR. Stud Health Technol Inform. 2025 May 15;327:753–754. PMID: 40380561 Cite
1.
Kimura E, Nishino K, Kimura M. Standardization of Clinical Progress Notes in Japan with FHIR. Stud Health Technol Inform. 2025 May 15;327:755–756. PMID: 40380562 Cite
1.
Michel-Backofen A, Blasini R, Beck J, Marquardt K. Building a Research Infrastructure with REDCap and FHIR. Stud Health Technol Inform. 2025 May 15;327:763–764. PMID: 40380566 Cite
1.
Reusche M, Stäubert S, Strübing A, Schmidt F, Yahiaoui-Doktor M, von Borzestowski M, Neumann D, Loeffler M. Introducing the Database Schema Handling FHIR Data in the INTERPOLAR Project. Stud Health Technol Inform. 2025 May 15;327:767–768. PMID: 40380568 Cite
1.
Tabari P, Piscitelli A, Costagliola G, de Rosa M. Assessing the Potential of an LLM-Powered System for Enhancing FHIR Resource Validation. Stud Health Technol Inform. 2025 May 15;327:803–807. PMID: 40380578 Cite
1.
Neumann A, Filbert AL, Walz D, Knörr L, Csipak A, Lilienthal T, Richter F, Gebauer J, Langer T, Ingenerf J, Schladetzky J, Saraceno D, Cangioli G, Haupt R, Grabow D, Kock-Schoppenhauer AK. PanCareSurPass Project in Germany: Local Developments for the Multi-Country Implementation Study of SurPass v2.0 at a Single Center in Germany. Stud Health Technol Inform. 2025 May 15;327:919–923. PMID: 40380613 Cite
1.
Huber G, Kattendick L, Frohner M, Salzbrunn B. Development of a Demonstrator for the Digital Authorization Process of Medication in Mobile Care. Stud Health Technol Inform. 2025 May 15;327:1059–1063. PMID: 40380651 Cite
1.
Magalhães Araujo S, Cruz-Correia R. Interoperability in Focus: A 15-Year Retrospective of Medical Informatics Master’s Theses. Stud Health Technol Inform. 2025 May 15;327:1092–1093. PMID: 40380660 Cite
1.
Neumann D, Kesselmeier M, Redeker L, Schmidt F, Thalheim T, Peschel T, Haerterich S, Meineke F, Schmiedl S, Thuermann PA, Scherag A, Loeffler M, POLAR_MI Consortium. Reliability of Multicentric Extracted EMR Data: Quantifying Amitriptyline Use in Elderly Patients - A POLAR_MI Study. Stud Health Technol Inform. 2025 May 15;327:1165–1169. PMID: 40380678 Cite
1.
Neumann D, Staeubert S, Struebing A, Schmidt F, Reusche M, Beppler T, Meineke F, Scherag A, Loeffler M, INTERPOLAR Consortium. INTERPOLAR_MI - A Study Platform Concept for IT-Supported Drug Therapy Safety Research. Stud Health Technol Inform. 2025 May 15;327:1255–1259. PMID: 40380703 Cite
1.
Ohlsen T, Ingenerf J, Wiedekopf J. Generating a FHIR ConceptMap from WHO’s ICD-10 to ICD-11 Mapping Tables. Stud Health Technol Inform. 2025 May 15;327:1308–1312. PMID: 40380717 Cite
1.
Graefe ASL, Rehburg F, Alkarkoukly S, Danis D, Grönke A, Hübner MR, Bartschke A, Debertshäuser T, Klopfenstein SAI, Saß J, Fleck J, Rehberg M, Zschüntzsch J, Nyoungui EF, Kalashnikova T, Murguía-Favela L, Derfalvi B, Wright NAM, Moosa S, Ogishima S, Semler O, Wiegand S, Kühnen P, Mungall CJ, Haendel MA, Robinson PN, Thun S, Beyan O. Linking international registries to FHIR and Phenopackets with RareLink: a scalable REDCap-based framework for rare disease data interoperability. medRxiv. 2025 May 11;2025.05.09.25327342. PMCID: PMC12083603 Cite
1.
Lin CH, Wang BY, Lin SH, Shih PH, Lee CJ, Huang YT, Chen SC, Pan ML. Process Re-Engineering and Data Integration Using Fast Healthcare Interoperability Resources for the Multidisciplinary Treatment of Lung Cancer. JMIR Cancer. 2025 May 5;11:e53887. PMID: 40324329 Cite
1.
Pfyffer M, Amrein J, Bürkle T. Development of an Assistance Robot for Fall Detection and Reporting in Healthcare. Stud Health Technol Inform. 2025 May 2;325:23–26. PMID: 40326648 Cite
1.
Schulze M, Löhnhardt B, Kückmann M, Zeppernick T, Feldmann M, Gronwald J, Schewe N, König UA, Kraus I, Wohlfarth E, Kesztyüs T, Gietzelt M, Beismann C, Bavendiek U, Krefting D, Oeltze-Jafra S. Transferring Structured Medical Data from Hospital to Rehabilitation Facilities Using HL7 FHIR and openEHR. Stud Health Technol Inform. 2025 May 2;325:48–53. PMID: 40326653 Cite
1.
Marino CA, Diaz Paz C. Enhancing Interoperability for a Sustainable, Patient-Centric Health Care Value Chain: Systematic Review for Taxonomy Development. J Med Internet Res. 2025 Apr 25;27:e69465. PMID: 40279640 Cite
1.
Arthofer K. Adherence to Guidelines Supported by Process Mining. Stud Health Technol Inform. 2025 Apr 24;324:27–28. PMID: 40270376 Cite
1.
Willi D, Kennel K, Denecke K, Bignens S. REVIVAL - Digital PREMs Data Collection from Cancer Survivors. Stud Health Technol Inform. 2025 Apr 24;324:37–42. PMID: 40270379 Cite
1.
Ziegler J, Fischer C, Volkmer PC, Erpenbeck M, Mang JM, Ganslandt T, Prokosch HU, Gulden C. Assuring End-to-End Data Quality for Analytics on FHIR. Stud Health Technol Inform. 2025 Apr 24;324:57–62. PMID: 40270385 Cite
1.
Körber Y, Katsch F, Stamm T, Duftschmid G. A SMART on FHIR Conformant Infrastructure for Recording Patient Reported Outcomes Based on Open-Source Components. Stud Health Technol Inform. 2025 Apr 24;324:111–116. PMID: 40270394 Cite
1.
Buchgraber-Schnalzer B, Hilberger H, Huber S, Weitlaner T, Thomas R, Maier R. Prototype Development of a FHIR-Based Electronic Patient Care Report App to Support Paramedics in Rwanda. Stud Health Technol Inform. 2025 Apr 24;324:158–163. PMID: 40270403 Cite
1.
Rzepka A, Rudolf K, Haemmerle D, Edegger K, Mayr P, Brugger C, Baumgartner N, Kastner P, Schreier G. Establishing FHIR Appointment Management in a Daycare Unit for Eating Disorders. Stud Health Technol Inform. 2025 Apr 24;324:184–189. PMID: 40270408 Cite
1.
Demarcsek DD, Kröber B, Schriebl S, Freydl S, Neumayer B, Libiseller A, Stampfer P, Hochwarter S. Design of a Decision Support System for Chronic Pain Management to Support and Empower Nursing Professionals. Stud Health Technol Inform. 2025 Apr 24;324:190–191. PMID: 40270409 Cite
1.
Donsa K, Mangesius P, Lauschensky A, Baumgartner M, Tanjga N, Beyer S, Schreier G, Kreiner K. FOX BOXes as Fundamental Enablers for EHR-Standardised Data Sharing - Building the Austrian Health Data Donation Space. Stud Health Technol Inform. 2025 Apr 24;324:198–204. PMID: 40270411 Cite
1.
Kinast B, Wiedekopf J, Ulrich H, Schreiweis B. Extracting LOINC Codes from a Laboratory Information System’s Index: Addressing Semantic Interoperability with Web Scraping. Stud Health Technol Inform. 2025 Apr 24;324:234–239. PMID: 40270418 Cite
1.
Helm E, Kleinoscheg G, Scholz B. Towards the Austrian Patient Summary: Standards and Cross-Border Integration. Stud Health Technol Inform. 2025 Apr 24;324:252–257. PMID: 40270421 Cite
1.
Jing X, Min H, Gong Y, Ernst MA, Weaver A, Crozier C, Robinson D, Sittig DF, Biondich PG, Orlioglu S, Shanmugan Boobalan A, Abanyie K, Boyce RD, Wright A, Nøhr C, Law TD, Faxvaag A, Rennert L, Gimbel RW. Vaccination Schedules Recommended by the Centers for Disease Control and Prevention: From Human-Readable to Machine-Processable. Vaccines (Basel). 2025 Apr 22;13(5):437. PMCID: PMC12116024 Cite
1.
Heryawan L, Mori Y, Yamamoto G, Kume N, Lazuardi L, Fuad A, Kuroda T. Fast Healthcare Interoperability Resources (FHIR)-Based Interoperability Design in Indonesia: Content Analysis of Developer Hub’s Social Networking Service. JMIR Form Res. 2025 Apr 21;9:e51270. PMID: 40257749 Cite
1.
Kapitan D, Heddema F, Dekker A, Sieswerda M, Verhoeff BJ, Berg M. Data Interoperability in Context: The Importance of Open-Source Implementations When Choosing Open Standards. J Med Internet Res. 2025 Apr 15;27:e66616. PMID: 40232773 Cite