Pragmatic Approaches to Interoperability – Surmounting Barriers to Healthcare Data and Information Across Organizations and Political Boundaries

Authors

  • Bharath Perugu, MBA Information Technology, ULV, Office Practicum, Fort Washington, Pensylvannia, USA
  • Varun Wadhwa, BS Department of Economics, University of California, Berkeley, California, USA https://orcid.org/0009-0004-5773-3974
  • Jin Kim, ME Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA https://orcid.org/0000-0001-6417-8287
  • Jenny Cai, BS (Candidate) Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA https://orcid.org/0009-0005-0633-3716
  • Audrey Shin, BS (Candidate) Computer Science and Economics, Wellesley College, Wellesley, Massachusetts, USA https://orcid.org/0009-0002-0452-7742
  • Amar Gupta, MBA, PhD 3Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA

DOI:

https://doi.org/10.30953/thmt.v8.421

Keywords:

digital health, electronic health records, health information exchanges, heterogeneous distributed information systems, interoperability

Abstract

Objective

This paper provides a review of the landscape of interoperability efforts in healthcare from 2010 to 2023, in the US and abroad. Interoperability, in the context of this paper, is “the ability to share information across time and space from multiple devices, sources, and organizations”, as defined by the IEEE (Institute of Electrical and Electronic Engineers). This review is followed by recommendations for future work toward improving the standardization of heterogeneous data in the healthcare setting.

 

Methodology and Results

A literature review was conducted on established interoperability standards and systems in healthcare, based on information obtained from journal publications, government, academy reports, published materials, and publicly available websites. The review emphasizes four interoperability parameters: device/equipment interoperability, compatibility issues, involved organizations, and migration and conversion issues. It evaluates adoption levels for each standard, evaluating factors supporting and/or limiting systemic adoption. Estimations on the number of users – both medical professionals and patients – for each system were made in instances where verifiable data were available. 

 

Examples of specific interoperability efforts and an evaluation of their feasibility were conducted at three levels of healthcare interoperability, as defined by the National Academy of Medicine: Inter-facility (macro-tier) interoperability, Intra-facility (meso-tier) interoperability, and Point-of-care (micro-tier) interoperability.

 

Conclusions

Despite many parallel ongoing efforts to improve the standardization of healthcare information, in the mobile devices, IoT, and EHR sectors, there is still more space for improvement. The recent development of the TEFCA framework has greatly reduced the friction of data exchange in many healthcare contexts. In addition, funding architectures for mediating data between separate healthcare organizations, or middleware architectures, may also be an effective strategy for consolidating healthcare data and improving information exchange.

Downloads

Download data is not yet available.

References

NHE fact sheet [Internet]. CMS. Available from: https://www.cms.gov/research-statistics-data-and-systems/statistics-trends-and-reports/nationalhealthexpenddata/nhe-fact-sheet [cited 26 April 2023].

Trout KE, Chen LW, Wilson FA, Tak HJ, Palm D. The impact of electronic health records and meaningful use on inpatient quality. J Healthc Qual Off Publ Natl Assoc Healthc Qual. 2022 Apr 1;44(2):e15–23. doi: 10.1097/JHQ.0000000000000314

Fry E. Death by a thousand clicks: where electronic health records went wrong [Internet]. Fortune. Available from: https://fortune.com/longform/medical-records/ [cited 26 April 2023].

Hanna-Attisha M. Opinion | how a pediatrician became a detective [Internet]. The New York Times. 2018. Available from: https://www.nytimes.com/2018/06/09/opinion/sunday/flint-water-pediatrician-detective.html [cited 26 April 2023].

Pennsylvania Patient Safety Authority. Identifying and learning from events involving diagnostic error: it’s a process [Internet]. Advisory. Pennsylvania Patient Safety Authority. Available from: http://patientsafety.pa.gov:80/ADVISORIES/Pages/201810_IdentifyingandLearning.aspx [cited 26 April 2023].

Balgrosky JA. Essentials of health information systems and technology [Internet]. Burlington, MA: Jones & Bartlett Learning, 2015; p. 152 (Essential public health). Available from: http://www.r2library.com/Resource/Title/1284036111 [cited 26 April 2023].

Pronovost PJ, National Academy of Medicine (U.S.), editors. Procuring interoperability: achieving high-quality, connected, and person-centered care. Washington, DC: NAM.EDU, 2018; 1 p. (Learning health system series).

Office for Civil Rights (OCR). Does the HIPAA privacy rule preempt state laws? [Internet]. HHS.gov.; 2007. Available from: https://www.hhs.gov/hipaa/for-professionals/faq/399/does-hipaa-preempt-state-laws/index.html [cited 26 April 2023].

hitechact.pdf [Internet]. Available from: https://www.hhs.gov/sites/default/files/ocr/privacy/hipaa/understanding/coveredentities/hitechact.pdf [cited 26 April 2023].

Trusted Exchange Framework and Common Agreement (TEFCA) [Internet]. HealthIT.gov. Available from: https://www.healthit.gov/topic/interoperability/policy/trusted-exchange-framework-and-common-agreement-tefca [cited 26 April 2023].

The Trusted Exchange Framework (TEF): Principles for Trusted Exchange. U.S. Department of Health and Human Services, Office of the National Coordinator for Health Information Technology. January, 2022. Available at: https://www.healthit.gov/sites/default/files/page/2022- [cited 01 May 2023].

Harrington A. TEFCA: how it works in tandem with your HIE – contexture [Internet]. Available from: https://contexture.org/tefca-how-it-works-in-tandem-with-your-hie/ [cited 26 April 2023].

Benaloh J. Patient controlled encryption. In: Proceedings of the 2009 ACM Workshop on Cloud Computing Security [Internet]. Available from: https://dl.acm.org/doi/10.1145/1655008.1655024 [cited 26 April 2023].

Weininger S. The importance of state and context in safe interoperable medical systems [Internet]. IEEE Journals & Magazine. IEEE Xplore. Available from: https://ieeexplore.ieee.org/document/7536138 [cited 26 April 2023].

Report to Congress, April 2015 – report on health information blocking. The Office of the National Coordinator for Health Information Technology (ONC) Department of Health and Human Services. 2015. Available at: https://www.healthit.gov/sites/default/files/reports/info_blocking_040915.pdf [cited 01 May 2023].

Walderhaug S, Mikalsen M, Hartvigsen G, Stav E, Aagedal J. Improving systems interoperability with model-driven software development for healthcare. Stud Health Technol Inform. 2007;129(Pt 1):122–6. Available from: https://ebooks.iospress.nl/publication/10947 [cited 26 April 2023].

Spil T, Klein R. Personal health records success: why Google health failed and what does that mean for microsoft healthvault? In: Proceedings of the 2014 47th Hawaii International Conference on System Sciences, 2014; p. 2818–27.

Healthcare – health records [Internet]. Apple. Available from: https://www.apple.com/healthcare/health-records/ [cited 26 April 2023].

What is Google health? – Google health [Internet]. Available from: https://health.google/ [cited 22 May 2023].

Standards and technology [Internet]. HealthIT.gov. Available from: https://www.healthit.gov/topic/interoperability/standards-and-technology [cited 26 April 2023].

Interoperability [Internet]. Available from: https://www.fcc.gov/general/interoperability [cited 26 April 2023].

Haug PJ, Narus SP, Bledsoe J, Huff S. Promoting national and international standards to build interoperable clinical applications. AMIA Annu Symp Proc. 2018 Dec 5;2018:555–63.

Boucher C. Citrix cloud services & the healthcare EHR market – citrix blogs [Internet]. Citrix; 2018. Available from: https://www.citrix.com/blogs/2018/08/27/citrix-cloud-services-and-the-healthcare-ehr-market/ [cited 26 April 2023].

Gaynor M, Myung D, Gupta A, Rawn J, Moulton S. Interoperability of medical applications and devices. In: Proceedings of the 41st Annual Hawaii International Conference on System Sciences [Internet]. IEEE Computer Society, 2008; p. 240. (HICSS ’08). Available from: https://doi.org/10.1109/HICSS.2008.217 [cited 26 April 2023].

HL7 V2.6_Appendix_A.pdf [Internet]. Available from: https://www.hl7.org/special/committees/vocab/V26_Appendix_A.pdf [cited 26 April 2023].

Dolin RH, Alschuler L, Beebe C, Biron PV, Boyer SL, Essin D, et al. The HL7 clinical socument architecture. J Am Med Inform Assoc JAMIA. 2001;8(6):552–69. doi: 10.1136/jamia.2001.0080552

Bender D, Sartipi K. HL7 FHIR: an agile and RESTful approach to healthcare information exchange. In: Proceedings. of the 26th IEEE International Symposium on Computer-Based Medical Systems. June 20-22, 2013; p. 326–31. doi: 10.1109/CBMS31545.2013

HL7 v2 messages [Internet]. Public Health Informatics Institute. Available from: https://www.phii.org/sites/www.phii.org/files/resource/files/HL7%20CDA%20Introduction.pdf [cited 01 May 2023]

HL7 standards product brief – HL7 version 2 product suite [Internet]. HL7 International. Available from: http://www.hl7.org/implement/standards/product_brief.cfm?product_id=185 [cited 26 April 2023].

Improving public health surveillance through interoperability, data standards, and legislation [Internet]. Astho; 2019. Available from: https://www.astho.org/communications/blog/improving-ph-surveillance-through-interoperability-data-standards-legislation/ [cited 26 April 2023].

Manos D. Da Vinci submits comments on Interop 3 proposed rule [Internet]. HL7 International; 2023. Available from: https://blog.hl7.org/topic/cms [cited 10 May 2023].

Brenda Courtney. An investigation into the use of HL7 clinical document architecture as a standard for discharge summaries in Ireland [Internet]. 2011. Available from: https://www.scss.tcd.ie/postgraduate/health-informatics/assets/pdfs/An%20investigation%20into%20the%20use%20of%20HL7%20Clinical_BC.pdf [cited 01 May 2023].

HL7 standards product brief – HL7 CDA® R2 IG: C-CDA templates for clinical notes R2.1 companion guide, release 3 – US Realm [Internet]. HL7 International. Available from: http://www.hl7.org/implement/standards/product_brief.cfm?product_id=447 [cited 27 April 2023].

What is the C-CDA healthcare data format? [Internet]. Particle; 2022. Available from: https://www.particlehealth.com/blog/what-is-ccda-consolidated-clinical-document-architecture [cited 27 April 2023].

Blumenthal D, Tavenner M. The “meaningful use” regulation for electronic health records. N Engl J Med. 2010 Aug 5; 363(6):501–4. doi: 10.1056/NEJMp1006114

What is clinical document architecture (CDA)? [Internet]. Definition from TechTarget. Health IT. Available from: https://www.techtarget.com/searchhealthit/definition/Clinical-Document-Architecture-CDA [cited 01 May 2023].

Rocha BH, Pabbathi D, Schaeffer M, Goldberg HS. Screening consolidated clinical document architecture (CCDA) documents for sensitive data using a rule-based decision support system. Appl Clin Inform. 2017 Feb 8;8(1):137–48. doi: 10.4338/ACI-2016-07-RA-0120

D’Amore J, Bouhaddou O, Mitchell S, Li C, Leftwich R, Turner T, et al. Interoperability progress and remaining data quality barriers of certified health information technologies. AMIA Annu Symp Proc. 2018 Dec 5;2018:358–67.

D’Amore J. Are meaningful use stage 2 certified EHRs ready for interoperability? Findings from the SMART C-CDA collaborative – PMC [Internet]. NIH; 2014. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4215060/ [cited 01 May 2023].

DICOM PS3.1 2023b. [Internet]. Available from: https://dicom.nema.org/medical/dicom/current/output/chtml/part01/ [cited 01 May 2023].

Fedorov A, Clunie D, Ulrich E, Bauer C, Wahle A, Brown B, et al. DICOM for quantitative imaging biomarker development: a standards based approach to sharing clinical data and structured PET/CT analysis results in head and neck cancer research. PeerJ [Internet]. 2016, p. 4. Available from: https://peerj.com/articles/2057 [cited 01 May 2023].

Imaging integration WG. HL7 Wiki [Internet]. Available from: https://wiki.hl7.org/index.php?title=Imaging_Integration_WG [cited 01 May 2023]

Profiles – IHE wiki [Internet]. Available from: https://wiki.ihe.net/index.php/Profiles [cited 01 May 2023].

Gupta. Significance of digital imaging and communication in medicine in digital imaging [Internet]. Available from: https://www.digitmedicine.com/article.asp?issn=2542-629X;year=2015;volume=1;issue=2;spage=63;epage=66;aulast=Gupta [cited 01 May 2023].

Oosterwijk H. The DICOM standard, overview and characteristics: a whitepaper [Internet]. 2004. Available from: http://www.ringholm.com/docs/02010_en.htm [cited 01 May 2023].

Cyleralabs. HIPAA-protected malware? Exploiting DICOM flaw to embed malware in CT/MRI imagery [Internet]. Cylera Labs; 2019. Available from: https://researchcylera.wpcomstaging.com/2019/04/16/pe-dicom-medical-malware/ [cited 01 May 2023].

Varma DR. Managing DICOM images: tips and tricks for the radiologist. Indian J Radiol Imaging. 2012 Jan;22(1):4–13. doi: 10.4103/0971-3026.95396

Bhartiya S, Mehrotra D. Electronic journal of health informatics challenges and recommendations to healthcare data exchange in an interoperable environment. Electron J Health Inform. 2014 Jan 1;8(2): 25–50. doi: 10.1504/IJEH.2015.071638

open.epic. Explore by interface type [Internet]. Available from: https://open.epic.com/Interface/IHE [cited 01 May 2023].

Siegel EL, Channin DS. Integrating the healthcare enterprise: a primer. Part 1. Introduction. Radiogr Rev Publ Radiol Soc N Am Inc. 2001;21(5):1339–41. doi: 10.1007/978-1-4613-0115-8_1

Noumeir R, Renaud B. IHE cross-enterprise document sharing for imaging: interoperability testing software. Sour Code Biol Med. 2010 Sep 21;5:9. doi: 10.1186/1751-0473-5-9

Query for existing data for mobile (QEDm) – IHE wiki [Internet]. Available from: https://wiki.ihe.net/index.php/Query_for_Existing_Data_for_Mobile_(QEDm) [cited 26 May 2023].

Dogac A, Kabak Y, Namli T, Okcan A. Collaborative business process support in eHealth: integrating IHE profiles through ebXML business process specification language. IEEE Trans Inf Technol Biomed. 2008 Nov;12(6):754–62. doi: 10.1109/TITB.2008.926465

Windle JR, Katz AS, Dow JP, Fry ETA, Keller AM, Lamp T, et al. 2016 ACC/ASE/ASNC/HRS/SCAI health policy statement on integrating the healthcare enterprise. J Am Coll Cardiol. 2016 Sep 20;68(12):1348–64. doi: 10.1016/j.jacc.2016.04.017

Meenan C, Erickson B, Knight N, Fossett J, Olsen E, Mohod P, et al. Workflow lexicons in healthcare: validation of the SWIM lexicon. J Digit Imaging. 2017 Jun;30(3):255–66. doi: 10.1007/s10278-016-9935-4

Daniel C, Ouagne D, Sadou E, Forsberg K, Gilchrist MM, Zapletal E, et al. Cross border semantic interoperability for clinical research: the EHR4CR semantic resources and services. AMIA Summits Transl Sci Proc. 2016 Jul 20;2016:51–9. doi: 10.1002/lrh2.10014

Witting K. Integrating the Healthcare Enterprise. IHE IT Infrastructure (ITI). Cross-Community Dynamic Data. [Internet]. Available from: https://www.ihe.net/Technical_Framework/upload/IHE_ITI_WhitePaper_XC_Dynamic_Data_2009-09-28.pdf [cited 01 May 2023].

Mandel J. SMART on FHIR: a standards-based, interoperable apps platform for electronic health records. J Am Med Inform Assoc. 2016 Sep 5;23(5):899–908. doi: 10.1093/jamia/ocv189

FHIR® Version History and Maturity. Office of the National Coordinator for Health Information Technology. 2020. Available at: https://www.healthit.gov/sites/default/files/page/2021-04/FHIR%20Version%20History%20Fact%20Sheet.pdf [cited 01 May 2023].

Blobel B. PHealth 2018: Proceedings of the 15th International Conference on Wearable Micro and Nano Technologies for Personalized Health 12–14 June 2018, Gjøvik, Norway in SearchWorks catalog. In IOS Press, 2018; p. 182–5. Available from: https://searchworks.stanford.edu/view/13658292 [cited 01 May 2023].

Richer J. Health relationship trust profile for fast healthcare interoperability resources (FHIR) UMA resources [Internet]. 2017. Available from: https://openid.net/specs/openid-heart-fhir-uma-1_0-ID1.html [cited 01 May 2023].

Apple announces solution bringing health records to iPhone – Apple [Internet]. Available from: https://www.apple.com/newsroom/2018/01/apple-announces-effortless-solution-bringing-health-records-to-iPhone/ [cited 01 May 2023].

Tulchinsky I. Behind the scenes of cloud healthcare API. (handout). Available from: https://365.himss.org/sites/himss365/files/365/handouts/553172794/handout-HIMS19%20DL9%20Handout.pdf. [cited 01 May 2023].

himss23 [Internet]. Available from: https://info.hl7.org/himss23 [cited 10 May 2023].

C for DE and Research. PQ/CMC and HL7 FHIR. FDA [Internet]. 2023. Available from: https://www.fda.gov/industry/pharmaceutical-quality-chemistry-manufacturing-controls-pqcmc/pqcmc-and-hl7-fhir [cited 10 May 2023].

EXPEkesheth. SMART on FHIR – azure API for FHIR [Internet]. 2023. Available from: https://learn.microsoft.com/en-us/azure/healthcare-apis/azure-api-for-fhir/smart-on-fhir [cited 10 May 2023].

Introducing FHIR works on AWS [Internet]. Amazon Web Services, Inc.; 2020. Available from: https://aws.amazon.com/about-aws/whats-new/2020/12/introducing-fhir-works-on-aws/ [cited 10 May 2023].

Summary – FHIR v5.0.0 [Internet]. Available from: http://www.hl7.org/fhir/summary.html [cited 01 May 2023].

Braunstein M. Epic on EHR interoperability: not a “1-time project” [Internet]. InformationWeek; 2015. Available from: https://www.informationweek.com/executive-insights-and-innovation/epic-on-ehr-interoperability-not-a-1-time-project- [cited 01 May 2023].

Hay D. Pictorial representation of FHIR resources [Internet]. Hay on FHIR; 2014. Available from: https://fhirblog.com/2014/03/28/pictorial-representation-of-fhir-resouces/ [cited 26 May 2023].

The Argonaut project: accelerating FHIR [Internet]. 2018. Available from: https://www.hl7.org/documentcenter/public/calendarofevents/himss/2018/The%20Argonaut%20Project%20and%20HL7%20FHIR.pdf [cited 01 May 2023].

Halamka J. Dispatch from the digital health frontier: the Argonaut project charter [Internet]. Dispatch from the Digital Health Frontier; 2014. Available from: http://geekdoctor.blogspot.com/2014/12/the-argonaut-project-charter.html [cited 01 May 2023].

“Argonaut project” to build on JASON Task Force’s FHIR recommendations [Internet]. Healthcare Innovation. Available from: https://www.hcinnovationgroup.com/interoperability-hie/article/13024324/argonaut-project-to-build-on-jason-task-forces-fhir-recommendations [cited 01 May 2023].

Federal Register. 2015 Edition health information technology (Health IT) certification criteria, 2015 edition base electronic health record (EHR) definition, and ONC health IT certification program modifications [Internet]. Available from: https://www.federalregister.gov/documents/2015/10/16/2015-25597/2015-edition-health-information-technology-health-it-certification-criteria-2015-edition-base [cited 01 May 2023].

Argonaut data query IG [Internet]. Available from: https://www.fhir.org/guides/argonaut/r2/ [cited 01 May 2023].

Marquard B. Overview of argonaut initiatives. Office of the National Coordinator for Health Information Technology. June 2021. Available from: https://www.devdays.com/wp-content/uploads/2021/12/DD21US_20210608_Brett_Marquard_Overview_of_Argonaut_Initiatives.pdf. [cited 01 May 2023].

Chaput D. FHIR®: Advancing interoperability standards in the API economy. Office of the National Coordinator for Health Information Technology. 2020. (handout). Available from: https://www.healthit.gov/sites/default/files/page/2020-03/FHIRAdvancingInteroperabilityStandardsintheAPI.pdf. [cited 01 May 2023].

CDS hooks [Internet]. Available from: https://cds-hooks.org/ [cited 01 May 2023].

Applicability statement for secure health transport [Internet]. Available from: https://wiki.directproject.org/w/images/5/5e/2011-04-28_PDF_-_Applicability_Statement_for_Secure_Health_Transport_FINAL.pdf [cited 01 May 2023].

Parmar A. Celebrating and highlighting digital health innovation in the Midwest [Internet]. MedCity News. 2017. Available from: https://medcitynews.com/2017/10/celebrating-highlighting-digital-health-innovation-midwest/ [cited 01 May 2023].

The direct project [Internet]. ONC. Available from: https://www.healthit.gov/sites/default/files/factsheets/the-direct-project.pdf [cited 01 May 2023].

Home » DirectTrust [Internet]. Available from: https://directtrust.org/ [cited 01 May 2023].

An unsolicited “push” of clinical health information to a known destination and information system user. Interoperability Standards Advisory (ISA) [Internet]. Available from: https://www.healthit.gov/isa/unsolicited-push-clinical-health-information-a-known-destination-and-information-system-user [cited 01 May 2023].

Abstract model examples – direct project [Internet]. Available from: https://wiki.directproject.org/Abstract_Model_Examples [cited 01 May 2023].

HL7.FHIR.UV.VHDIRHome – FHIR v4.0.1 [Internet]. Available from: http://build.fhir.org/ig/HL7/VhDir/ [cited 01 May 2023].

Velamuri S. QRDA—technology overview and lessons learned. J Healthc Inf Manag. 2010;24(3):41–8.

Quality Reporting Document Architecture. Informative Document. Version: 2.0 01/15/2014. Available from: https://www.cms.gov/regulations-and-guidance/legislation/ehrincentiveprograms/downloads/guide_qrda_2014ecqm.pdf [cited 01 May 2023]

Health information exchange—2nd edition [Internet]. Available from: https://www.elsevier.com/books/health-information-exchange/dixon/978-0-323-90802-3 [cited 01 May 2023].

McBridge S. Nursing informatics for the advanced practice nurse [Internet]. 3rd ed. Springer Publishing; 2022. Available from: https://connect.springerpub.com/content/book/978-0-8261-8526-6 [cited 01 May 2023].

Moesel C. eCQI 101: Standards for Representing eCQMs. The MITRE Corporation. 2015. (handout). Available from: https://ecqi.healthit.gov/sites/default/files/2019-06/ecqi-101_standards_508.pdf. [cited 01 May 2023].

Braunstein M. Health informatics on FHIR: how HL7’s new API is transforming healthcare [Internet]. SpringerLink, 2018; 314 p. Available from: https://link.springer.com/book/10.1007/978-3-319-93414-3 [cited 01 May 2023].

CMS implementation guide for quality reporting document architecture category III [Internet]. CMS; 2022. Available from: https://ecqi.healthit.gov/sites/default/files/2023-CMS-QRDA-III-Eligible-Clinicians-IG-v1.1-508.pdf [cited 01 May 2023].

open.epic. Exchanging clinical findings [Internet]. Available from: https://open.epic.com/Clinical/HL7v3 [cited 02 May 2023].

Promoting interoperability: traditional MIPS requirements [Internet]. Available from: https://qpp.cms.gov/mips/promoting-interoperability [cited 02 May 2023].

Dixon B. Health information exchange: navigating and managing a network of health information systems [Internet]. 1st ed. Available from: https://www.elsevier.com/books/health-information-exchange-navigating-and-managing-a-network-of-health-information-systems/dixon/978-0-12-803135-3 [cited 02 May 2023].

Blumenthal D. Launching HITECH. N Engl J Med. 2010 Feb 4;362(5):382–5. doi: 10.1056/NEJMp0912825

HL7 standards product brief—HL7 version 3 standard: representation of the health quality measure format (eMeasure) release 1 [Internet]. HL7 International. Available from: http://www.hl7.org/implement/standards/product_brief.cfm?product_id=97 [cited 02 May 2023].

Automating performance measurement using electronic health records [Internet]. Available from: http://www.hl7.org/documentcenter/public/pressreleases/HL7_PRESS_20090827.pdf [cited 02 May 2023].

Quality reporting document architecture (QRDA) overview of category I and III reports [Internet]. CMS; 2013. Available from: https://www.cms.gov/Regulations-and-Guidance/Legislation/EHRIncentivePrograms/Downloads/VendorWorkgroupCall_April16.pdf [cited 02 May 2023].

Dolin RH, Goodrich K, Kallem C, Alschuler L, Holtz P. Setting the standard: EHR quality reporting rises in prominence due to meaningful use. J AHIMA. 2014 Jan;85(1):42–8.

Javellana M. Developing electronic clinical quality measures (eCQMs) for use in CMS programs [Internet]. 2014. Available from: https://www.powershow.com/view4/705fbf-MmQzM/Developing_Electronic_Clinical_Quality_Measures_eCQMs_for_use_in_CMS_Programs_powerpoint_ppt_presentation [cited 02 May 2023].

A new era for measure development: clinical quality language is here! [Internet]. Able Health; 2017. Available from: ablehealth.com/2017/11/17/a-new-era-for-measure-development-clinical-quality-language-is-here/ [cited 02 May 2023]

Electronic specifications for clinical quality measures [Internet]. CMS. Available from: https://www.cms.gov/Regulations-and-Guidance/Legislation/EHRIncentivePrograms/Electronic_Reporting_Spec [cited 02 May 2023].

Identity is the great enabler: putting patients at the center of health IT [Internet]. NIST. Available from: https://www.nist.gov/blogs/cybersecurity-insights/identity-great-enabler-putting-patients-center-health-it [cited 02 May 2023].

Maler E. Extending the power of consent with user-managed access: a standard architecture for asynchronous, centralizable, Internet-scalable consent. In: 2015 IEEE Security and Privacy Workshops, 2015; p. 175–9.

HEART WG [Internet]. OpenID; 2014. Available from: https://openid.net/wg/heart/ [cited 02 May 2023].

Opioid overdose [Internet]. Centers for Disease Control and Prevention; 2017. Available from: http://www.cdc.gov/drugoverdose/pdmp/states.html [cited 01 May 2023]

History of prescription drug monitoring programs [Internet]. Brandeis University; 2018. Available from: https://www.pdmpassist.org/pdf/PDMP_admin/TAG_History_PDMPs_final_20180314.pdf [cited 02 May 2023].

Rhodes E, Wilson M, Robinson A, Hayden JA, Asbridge M. The effectiveness of prescription drug monitoring programs at reducing opioid-related harms and consequences: a systematic review. BMC Health Serv Res. 2019 Nov 1;19(1):784. doi: 10.1186/s12913-019-4642-8

Boyles O. What is PDMP? | PDMP medical meaning [Internet]. ICANotes; 2019. Available from: https://www.icanotes.com/2019/01/21/what-is-pdmp-and-what-does-it-mean-for-clinicians/ [cited 02 May 2023].

Connecting for impact: linking potential prescription drug monitoring programs (PDMPs) to patient care using health IT [Internet]. Available from: https://www.healthit.gov/sites/default/files/connecting_for_impact-final-508.pdf [cited 02 May 2023].

Deyo RA, Irvine JM, Millet LM, Beran T, O’Kane N, Wright DA, et al. Measures such as interstate cooperation would improve the efficacy of programs to track controlled drug prescriptions. Health Aff (Millwood). 2013 Mar;32(3):603–13. doi: 10.1377/hlthaff.2012.0945

US Meds [Internet]. Available from: http://hl7.org/fhir/us/meds/2018May/pdmp.html [cited 02 May 2023].

Wen H, Schackman BR, Aden B, Bao Y. States with prescription drug monitoring mandates saw a reduction in opioids prescribed to medicaid enrollees. Health Aff (Millwood). 2017 Apr;36(4):733–41. doi: 10.1377/hlthaff.2016.1141

Henry Ford’s PDMP-epic integration saves 250 clinician hours a month [Internet]. 2019. Available from: https://www.epic.com/epic/post/henry-fords-pdmp-epic-integration-saves-250-clinician-hours-month [cited 02 May 2023].

Griggs C. Prescription drug monitoring programs: examining limitations and future approaches—PMC. Natl Libr Med. 2015 Jan 5;67–70. doi: 10.5811/westjem.2014.10.24197

Richwine C, Barker W. Physicians have widespread access to state PDMP data, but data sharing varies across states [Internet]. Health IT Buzz; 2023. Available from: https://www.healthit.gov/buzz-blog/health-it/physicians-have-widespread-access-to-state-pdmp-data-but-data-sharing-varies-across-states [cited 15 May 2023].

Haffajee R. Mandatory use of prescription drug monitoring programs [Internet]. Law and Medicine, JAMA, JAMA Network; 2015. Available from: https://jamanetwork.com/journals/jama/article-abstract/2107540 [cited 02 May 2023].

Rutkow L, Turner L, Lucas E, Hwang C, Alexander GC. Most primary care physicians are aware of prescription drug monitoring programs, but many find the data difficult to access. Health Aff (Millwood). 2015 Mar;34(3):484–92. doi: 10.1377/hlthaff.2014.1085

Lutz J. MIPS and PDMP usage: how they work together [Internet]. Available from: http://www.affirmhealth.com blog mips-and-pdmp.-how-they-work-together [cited 01 May 2023]

CFR 171.103—information blocking [Internet]. Available from: https://www.ecfr.gov/current/title-45/subtitle-A/subchapter-D/part-171/subpart-A/section-171.103 [cited 15 May 2023].

New electronic health record system update [Internet]. VA Saginaw Health Care, US Department of Veterans Affairs; 2022. Available from: https://www.va.gov/saginaw-health-care/news-releases/vas-new-electronic-health-record-system-update/ [cited 22 May 2023].

Caldwell P. We’ve spent billions to fix our medical records, and they’re still a mess. Here’s why [Internet]. Mother Jones; 2015. Available from: https://www.motherjones.com/politics/2015/10/epic-systems-judith-faulkner-hitech-ehr-interoperability/ [cited 08 May 2023].

FastStats electronic medical records [Internet]. 2023. Available from: https://www.cdc.gov/nchs/fastats/electronic-medical-records.htm [cited 08 May 2023].

Alder-Mildstein J. Moving past the EHR interoperability blame game [Internet]. Catalyst Carryover, NEJM Catal; 2017. Available from: https://catalyst.nejm.org/doi/full/10.1056/CAT.17.0448 [cited 08 May 2023].

Understanding Electronic Health Information (EHI). Office of the National Coordinator for Health Information Technology. November 2, 2022. Available from: https://www.healthit.gov/topic/information-blocking/understanding-electronic-health-information-ehi [cited 01 May 2023].

HighlightedRegulatoryDates.pdf [Internet]. ONC. Available from: https://www.healthit.gov/sites/default/files/page2/2020-03/HighlightedRegulatoryDates.pdf [cited 22 May 2023].

Published

2023-07-24

How to Cite

Perugu, MBA, B. ., Wadhwa, BS, V., Kim, ME, J., Cai, BS (Candidate), J., Shin, BS (Candidate), A., & Gupta, MBA, PhD, A. (2023). Pragmatic Approaches to Interoperability – Surmounting Barriers to Healthcare Data and Information Across Organizations and Political Boundaries . Telehealth and Medicine Today, 8(4). https://doi.org/10.30953/thmt.v8.421

Issue

Section

Narrative/Systematic Reviews/Meta-Analysis

Most read articles by the same author(s)