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cdsic.ahrq.gov/sites/default/files/2025-02/Innovation%20Center%20Q4%202024%20Progress%20Report_02.21.25.pdf
January 01, 2025 - When abstracting data, the team focused
on the type of AI used (focusing on generative AI), the PC CDS … This year, the Core 2 team will
enhance the app to collect blood pressure data from patients and will … They successfully wrote back patient data
(e.g., text messaging conversations) to the EHR using the … vendor’s proprietary application
programming interface and began incorporating blood pressure data in … They will begin patient recruitment for the pilot in a clinic setting, as well as data collection for
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cdsic.ahrq.gov/sites/default/files/2025-03/Copy%20of%20Final_MO_Patient%20Preference%20Inventory_6.7.24_508.xlsx
January 01, 2025 - Ann Fam Med. 2012;10(5):428-434. doi:10.1370/afm.1396
Data Use of data, Access N/A N/A N/A N/A • … Data Access, Use of data N/A N/A N/A N/A • Patient access to their own data
• Clinician access (e.g … of results N/A N/A • Research access (e.g., consent processes to
share data for research) EHR data … Patient Perspectives About Decisions to Share Medical Data and Biospecimens for Research. … Access
Data Use of data
Healthcare Services Prevention
Healthcare Services Receipt of results
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cdsic.ahrq.gov/cdsic/year-3-viewpoint
February 29, 2024 - AI can process large amounts of clinical data to provide recommendations ever more quickly and accurately … (such as high costs for creation and maintenance or time needed to collect patient-generated health data … data are not currently captured, and how to address measurement gaps in this area. … This effort is identifying methods for capturing patient preference data in ways that not only reduce … This product is outlining an action plan that outlines key challenges in using SDOH data for PC CDS,
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cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory%20User%20Guide_FINAL_9.19.23.pdf
January 01, 2023 - ► Data: Data that are generated directly from patients such
as patient-generated health data (PGHD … ), patient-
reported outcomes (PROs), and/or nonclinical patient-
centric data … ,17 the availability of patient-specific data elements (e.g., clinician-entered data,
registration data … , laboratory data, pharmacy system data) needed as an input for the decision
support logic,15 and the … Researchers reported primarily using
EHR data to measure alert data integrity, with a few measures requiring
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cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20Planning%20and%20Reporting%20Tool_0.pdf
January 01, 2024 - Existing data quality, local data availability, and additional
data needs. … Patient-Centered Activities
Patient-contributed data that were used, barriers to capturing
these data … , and the optimum time to collect patient-
contributed data. … mixed method studies, such as assessments of user
experience combined with usage data. … Engagement trends among patients from patient user data.
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cdsic.ahrq.gov/cdsic/AI-viewpoint
February 25, 2025 - grows in healthcare, including CDS, opportunities exist to improve care delivery by analyzing patient data … , processing large amounts of clinical data to provide recommendations, and supporting clinical decision … Predictive AI includes machine learning, statistical modeling, and data-mining techniques that support … collected by AI-supported tools and how these data are stored and shared, and 3) receive information … on the underlying evidence used to inform AI-supported PC CDS output (e.g., what data sources the tool
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cdsic.ahrq.gov/sites/default/files/2024-09/CDSiC%20Infographic%202024_508_0.pdf
January 01, 2024 - Data
This domain encompasses patient
preferences around access and use of
personal health data and … preferences
Time constraints, technological limitations for recording
or storing unstructured preference data … Personal characteristics
Healthcare services
Communication
Access and care experience
Engagement
Data
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cdsic.ahrq.gov/sites/default/files/2023-09/SMD%20PC%20CDS%20Performance%20Measurement%20Inventory_FINAL_9.19.23.xlsx
January 01, 2023 - INVENTORY • Users can use the inventory during planning and needs assessment to ensure appropriate data … integration display of physiologic data exported from devices and monitors in the intensive care unit … of patient-specific data by data type (clinician-entered data, registration data, lab data, pharmacy … Design Software performance Data retrieval accuracy Binary outcome across data categories (e.g., encounters … Use Adoption Data availability via patient portal Whether, and which, data are sent by the care team
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/cds-standards-regulatory-framework
January 02, 2025 - Standards are agreed-upon methods for connecting systems together and may pertain to security, data … transport, data format or structure, or the meanings of codes or terms. … While many standards are available, new innovations in PC CDS, such as the use of data directly from … domains/sub-domains for standardization that will inform an action plan for the incorporation of this data … Patient-Centered Clinical Decision Support
This report describes standards for patient-preferences data
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cdsic.ahrq.gov/sites/default/files/2023-08/SMD%20Workflow%20Measurement%20Approaches%20Report_to%20AHRQ%208.9.23_508.pdf
January 01, 2023 - The HL7® Patient Empowerment Workgroup defines such
patient-contributed data as “any data, information … Unlike traditional healthcare data generation, patients, not their care team, choose what
data to generate … , user-reported, or software/sensor observational data). … or other documentation, screen capture software data, and
eye-tracking data. … Big Data Soc. 2022; 9(1).
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cdsic.ahrq.gov/sites/default/files/2024-09/Final_MO%20PC%20CDS%20User%20Guide%20(1)_0_0.pdf
January 01, 2024 - ► Data: Focuses on the incorporation of
patient-generated health data, patient
preferences, social … quality (i.e.,
completeness and validity) and local data availability, and identified additional data … • Existing data quality, local data availability, and additional data needs. … data, and the optimal time to collect patient-contributed data … “Real-World Data: Assessing Electronic Health Records
and Medical Claims Data to Support Regulatory
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cdsic.ahrq.gov/cdsic/srf-environmental-scan-report
January 01, 2023 - related to:
Standards for Translating Clinical Guidelines into PC CDS
Standards for Managing Data … Provenance
Patient-Generated Health Data (PGHD) Standards
Standard PC CDS Insertion Points … Standards for Nonclinical Patient-Centered Data
Integration of PGHD into Electronic Health Records … CDS-Focused Application Programming Interfaces
Application Programming Interfaces for Bulk Data … Decision Support
February 29, 2024
View More
See More About the Topic
Data
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cdsic.ahrq.gov/sites/default/files/2023-02/Stakeholder%20Center%20Quarterly%20Report%20Two_508_Jan26.pdf
January 01, 2023 - Additionally, this product will document challenges related to the capture or use of preference data … To date,
the team has conducted several targeted literature searches, initiated data extraction, and … standards for
collecting and using patient preference data to guide PC CDS, accompanied by a set of … It will
summarize currently available data standards that can represent patient preferences and other … It will
identify gap areas where standards for patient preference data are lacking.
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cdsic.ahrq.gov/sites/default/files/2024-12/OY2%20Innovation%20Center%20Charter_508.pdf
January 01, 2024 - decision-making tools that significantly incorporate patient-centered factors
related to knowledge, data … Data focuses on the incorporation of
patient-generated health data, patient preferences, social determinants … ■ Accelerate the development of best practices surrounding the use of data interoperability
standards … challenges to implementing and using PC CDS and recommend areas for further
research (e.g., gaps in data … electronic health records (EHRs) and healthcare organizations do not routinely collect
much of the data
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cdsic.ahrq.gov/sites/default/files/2023-08/Checklist_SMD%20Planning%20Implementation%20Reporting_508fillable.pdf
January 01, 2023 - Existing data quality, local
data availability, and
additional data needs. … Patient-contributed data that
were used, barriers to
capturing these data, and the
optimum time to … collect
patient-contributed data. … Engagement trends among
patients from patient user
data. … User data related to PC
CDS usage patterns,
engagement, and
adherence.
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cdsic.ahrq.gov/sites/default/files/2025-06/Innovation%20Center%20Q2%202025%20Progress%20Report_to%20DTP_06.24.25.pdf
January 01, 2025 - new content from textual and
media input,7 has strong capabilities to synthesize large amounts of data … visit recordings, patient-
generated health data [PGHD]).8 Because of the rapid growth of GenAI and … This year, the Core 2 team will enhance the app to collect blood pressure data from patients and
will … The team plans to collect qualitative data from the technical team on their experience
updating and … They will complete data collection on the app’s usability and acceptability
and submit the Assessment
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cdsic.ahrq.gov/cdsic/patient-preferences-workflow-lifeflow
August 01, 2024 - Workflows
This report offers various methods for capturing different types of patient preference data … review and a series of key informant interviews, this report describes when and how patient preference data … information to other care team members, such as medical assistants or nurses Ensuring patient preference data … report describes the timepoints and various methods for capturing different types of patient preference data
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cdsic.ahrq.gov/sites/default/files/2023-09/Stakeholder%20Center%202023%20Q3%20Report%20to%20AHRQ%209.27.23.pdf
January 01, 2023 - The product also documents challenges related to the capture or use of preference data and
outlines … The product maps actors and the stages for requesting and obtaining data from patient apps within the … At present, there is no consensus on the different
types of patient preference data that can influence … As such,
it reports on the current state of content adoption and use of data standards for collecting … standards for
collecting and using patient preference data.
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cdsic.ahrq.gov/sites/default/files/2024-09/PAIGE%20Assessment%20Report_Public%20Version.pdf
January 01, 2024 - Data focuses on the incorporation of patient-generated health
data, patient preferences, social determinants … 3.2 Data Collection Methods
The assessment collected qualitative and quantitative data from two end-user … Data sources included “talk- aloud” usability testing sessions, a validated survey instrument,
and data … and 2) quantitative data collection from the prototype PAIGE system. … EHR Data Integration.
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cdsic.ahrq.gov/sites/default/files/2024-10/IAS_Key%20Factors%20and%20Considerations%20for%20Assessing%20the%20Value%20of%20PC%20CDS.pdf
January 01, 2024 - Consider alternative approaches to assessing value to avoid limitations with the data currently … Data focuses on the incorporation of patient-
generated health data, patient preferences, social determinants … inaccuracy (e.g., wrong patient details and incorrect, missing, or duplicate clinical data). … Additionally, the data sources
used to estimate outcomes of interest vary. … Federal data for conducting patient-centered outcomes
research on economic outcomes.