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1. Making Patient Apps Interoperable With the Health IT Ecosystem | CDSiC
   cdsic.ahrq.gov/cdsic/patient-app-topic-highlight
   June 25, 2025 - interoperable with clinical health information technology (IT) systems, including electronic health records … Patient-facing apps often need to exchange data with clinical health IT systems, such as electronic health records

2. PC CDS Performance Measurement Inventory (xls file)
   cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory_FINAL_9.19.23.xlsx
   January 01, 2023 - Optimizing clinical decision support alerts in electronic medical records: a systematic review of reported … Optimizing clinical decision support alerts in electronic medical records: a systematic review of reported … A Review of Measuring the Cognitive Workload of Electronic Health Records. … A Review of Measuring the Cognitive Workload of Electronic Health Records. … Optimizing clinical decision support alerts in electronic medical records: a systematic review of reported

3. Integrating a Patient Engagement App into an Electronic Health Record-Enabled Workflow Using Interoperability Standards | CDSiC
   cdsic.ahrq.gov/cdsic/integrating-patient-engagement-app
   December 14, 2022 - Integrating a Patient Engagement App into an Electronic Health Record-Enabled … Integrating a Patient Engagement App into an Electronic Health Record-Enabled Workflow Using Interoperability

4. Standards and Regulatory Frameworks Workgroup: Prioritizing Patient Preferences for Standardization to Support PC CDS | CDSiC
   cdsic.ahrq.gov/cdsic/patient-preferences-standardization
   August 01, 2024 - preference information, when it is collected, is often collected as unstructured data in electronic health records

5. Incorporating Patient Preferences in Patient-Centered Clinical Decision Support (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-06/TPC%20Topic%20Highlight%20Patient%20Preferences.pdf
   January 01, 2025 - and others with patient-specific knowledge or information across platforms such as electronic health records … A goal for the patient’s first visit with the doctor is to record and use the patient’s administrative … After the visit, the doctor records the preference discussion and decisions related to breast cancer … After the visit, the doctor records the preference discussion, which includes the blood thinner decision

6. CDS Standards and Regulatory Frameworks Workgroup | CDSiC
   cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/cds-standards-regulatory-framework
   January 02, 2025 - CDS tools to be shared, integrated, and implemented in various systems, including electronic health record … interoperable with clinical health information technology (IT) systems, including electronic health records … Integrating a Patient Engagement App into an Electronic Health Record-Enabled Workflow Using Interoperability

7. Implementation, Adoption, and Scaling Workgroup: Landscape Assessment on the Use of Artificial Intelligence To Scale PC CDS (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-07/Final%20IAS_AI%20Landscape%20Assessment%206.24.24%20(003).pdf
   January 01, 2024 - can be used to automate processes, such as gathering or synthesizing information from a patient’s record … Using AI To Generate Summaries and Capture Information From the Patient Record A study explored the … hidden in patients’ records, and conduct ambient listening … We then determined the final list of eligible records for data abstraction, and for ineligible records … After excluding additional records upon full-text review, 21 records were included through this mechanism

8. Measurement and Outcomes Workgroup: Inventory of Patient Preference Measurement Tools for PC CDS Report (pdf file)
   cdsic.ahrq.gov/sites/default/files/2025-03/Final_MO_Patient%20Preference%20Report_6.7.24.pdf
   January 01, 2025 - derived from information input by clinicians and captured in clinical notes in the electronic health record … Only one of the tools captured in the Inventory relies on clinician notes and medical records to provide … Personal use (e.g., use within PHR or other tool as a self- maintained, self-controlled complete record … Patient-centered care and the electronic health record: exploring functionality and gaps. … Capturing End-of-Life Preferences in Electronic Health Records.

9. Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data in Patient-Centered Clinical Decision Support (pdf file)
   cdsic.ahrq.gov/sites/default/files/2024-08/TPC%20Patient%20Preferences%20Workflow%20Lifeflow_8.15.2.pdf
   January 01, 2024 - Records were deemed eligible after the title and abstract screening if they were: 1) published in the … Records that were deemed uncertain after the title/abstract screening were included in the full-text … Post-visit, while the clinician-facing technology records the decisions made, the patient is able to … A novel patient values tab for the electronic health record: a user-centered design approach. … A model to support shared decision making in electronic health records systems.

10. Standards and Regulatory Frameworks Workgroup: Environmental Scan | CDSiC
    cdsic.ahrq.gov/cdsic/srf-environmental-scan-report
    January 01, 2023 - Points  Standards for Nonclinical Patient-Centered Data  Integration of PGHD into Electronic Health Records

11. Patient-Generated Health Data (PGHD) Visualization Software Toolkit Overview | CDSiC
    cdsic.ahrq.gov/cdsic/pghd-visualization-software-toolkit
    May 01, 2024 - Both apps integrate with the electronic health record (EHR) system using the Substitutable Medical Applications … June 6, 2022 Integrating a Patient Engagement App into an Electronic Health Record-Enabled Workflow

12. Standards and Regulatory Frameworks Workgroup: Improving Interoperability of Patient Apps with the Health IT Ecosystem | CDSiC
    cdsic.ahrq.gov/cdsic/interoperability-patientapps
    August 01, 2023 - support (PC CDS) standards to support the interoperability between patient apps and electronic health records

13. An Overview of Standards for Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-06/CDSiC%20Factsheet_508.pdf
    January 01, 2024 - These opportunities will require collaboration be- tween electronic health record (EHR) developers, CDS … • Promote use of standards to enable patient oversight of proxy access to medical records.

14. Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data in Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
    January 01, 2024 - The COHERE (Contextualized Care in Community Health Centers’ Electronic Health Records) developed CDS … Social determinants of health in electronic health records and their impact on analysis and risk prediction … natural language processing approach to identify social determinants of health in electronic health records … Engaging stakeholders in integrating social determinants of health into electronic health records: a … Integrating data on social determinants of health into electronic health records.

15. Scaling, Measurement, and Dissemination of CDS Workgroup: Approaches to Measuring Patient-Centered CDS Workflow and Lifeflow Impact (pdf file)
    cdsic.ahrq.gov/sites/default/files/2023-08/SMD%20Workflow%20Measurement%20Approaches%20Report_to%20AHRQ%208.9.23_508.pdf
    January 01, 2023 - We then determined the final list of eligible records for data abstraction, and for ineligible records …   Decision Rules"[Majr] "patient portal"[tiab] OR "patient app*"[tiab] OR "personal health record … Studying workflow and workarounds in electronic health record–supported work to improve health system … Establishing a multidisciplinary initiative for interoperable electronic health record innovations at … A review of measuring the cognitive workload of electronic health records.

16. Approaches to Standardizing Override Reasons for Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-09/508_SRF%20Level%202%20Override%20Taxonomy%20Implementation%208.28.25.pdf
    January 01, 2025 - FHIR CarePlan and FHIR PlanDefinition could both benefit from inclusion of user override reasons to record … (API) that is triggered by a specific action (e.g., ordering a diagnostic test, opening a patient record … In CarePlan, the “reason” attribute can record the reason for why an action was not or should not be … In PlanDefinition, the “reason” attribute is intended only to record reasons why an action should not … Structured override reasons for drug-drug interaction alerts in electronic health records.

17. Standards and Regulatory Frameworks Workgroup: Advancing Standardized Representations for Patient Preferences to Support Patient-Centered Clinical Decision Support (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-03/SRF%20Standards%20for%20Patient%20Preferences.pdf
    January 01, 2025 - and Cerner to allow patients to share their health data with their care team and download medical records … For example, in SNOMED CT, “Language preference”34 records a general preferred language, while “Language … Patient- preferences in the EHR ("mobile applications"[MeSH Major Topic] OR "electronic health records … Record sharing status (finding). Accessed June 27, 2023. … Palliative care plan (record artifact). Accessed June 27, 2023.

18. Making Patient Apps Interoperable With the Health IT Ecosystem (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-06/SRF%20Topic%20Highlight%20Patient%20App%20Interoperability.pdf
    January 01, 2025 - interoperable with clinical health information technology (IT) systems, including electronic health records … Patients can use these tools to record and share data with their clinicians and use the technology to … pre-set clinical events (e.g., when a clinician prescribes a medication or when they open a patient’s record … : a pragmatic patient- randomised controlled trial to evaluate a patient-centred, electronic health record-integrated

19. Artificial Intelligence-Supported Patient-Centered Clinical Decision Support: A Summary of Considerations (pdf file)
    cdsic.ahrq.gov/sites/default/files/2025-06/IAS%20Topic%20Highlight%20AI%20and%20PC%20CDS_508%20Compliant.pdf
    January 01, 2025 - tools used to help inform patient care decisions.1 CDS is used by clinicians in electronic health records … Generative AI summarizes information about a patient from different sources (e.g., their medical record … Emergency Department Patients with Pneumonia and Pilot Deployment into Novel Epic Electronic Health Record … Ethical use of electronic health record data and artificial intelligence: Recommendations of the primary

20. Moving the Needle on Advancing Patient-Centered Clinical Decision Support through the CDSiC’s Four Workgroups | CDSiC
    cdsic.ahrq.gov/cdsic/workgroup-viewpoint
    February 03, 2023 - knowledge must be sharable and interoperable and PC CDS tools must interoperate with electronic health records … (EHRs), personal health records, and other clinical systems. … The impact of electronic health record-integrated patient-generated health data on clinician burnout.