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cdsic.ahrq.gov/sites/default/files/2024-10/FINAL%20CDSiC%20Project%20Summary%20PDF_508c.pdf
January 01, 2024 - Opportunities to Determine Value for PC CDS *
• Action Plan to Collect and Use Social Determinants of Health Data … Implements Best Practices for Presentation and Analysis of Selected
Types of Patient-Generated Health Data … Products by Topic Area and Type
REPORTS: Key findings from environmental scans and/or qualitative data
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cdsic.ahrq.gov/sites/default/files/2023-08/Exec%20Sum_SMD%20Workflow%20Measurement%20Approaches%20Report%20to%20AHRQ%208.9.23_508.pdf
January 01, 2023 - documenting data, decisions, and actions. … or other
documentation, screen capture software data, and eye-tracking data. … • Who reports the data: Data can be observer-reported, user-reported, or software/sensor
observational … data … Workflow context: The source of data inputs for the CDS logic.
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cdsic.ahrq.gov/cdsic/SHTI_PCCDSfactors_manuscript
January 25, 2024 - Informatics focuses on four factors of patient-centered clinical decision support (PC CDS): knowledge, data … development and implementation of PC CDS tools, technical challenges for capturing patient contributed data … February 3, 2023
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Patient Generated Health Data
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cdsic.ahrq.gov/cdsic/analytic-framework-action
February 25, 2025 - AUTHORING: Applying accepted data and knowledge standards for translating findings into one or more … Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data … Decision Support
November 9, 2022
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Data
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cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
January 01, 2023 - ► Data: Data that are generated directly
from patients such as patient-generated
health data, patient-reported … outcomes,
and/or nonclinical patient-centric data … quality (i.e., completeness and validity) and
local data availability, and identify additional data … The accuracy, availability, and validation of data used within the PC CDS. … Report on the Accuracy, Availability, and Validation of Data Used Within the PC CDS.
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cdsic.ahrq.gov/cdsic/technical-landscape-resource
March 09, 2022 - Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data … Decision Support
February 29, 2024
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Data … Health Information Interoperability
Patient Generated Health Data
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cdsic.ahrq.gov/sites/default/files/2024-07/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q2%202024_7.18.24.pdf
January 01, 2024 - literature searches, stakeholder input and
feedback (e.g., through Workgroup engagement), qualitative data … patient
preferences are more routinely collected and have standardized codes for representing these data … The Workgroup explored the prioritization of patient-centric data for
PC CDS, including prioritizing … CDS, the Workgroup
developed this product that identifies methods for capturing patient preference data … Action Plan to Collect and Use Social Determinants of Health Data in PC CDS (Level 2)
The Workgroup
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cdsic.ahrq.gov/cdsic/AI-topic-highlight
June 18, 2025 - However, concerns about data accuracy, transparency, and automation bias pose risks to patient safety
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cdsic.ahrq.gov/sites/default/files/2024-02/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q4%202023_0.pdf
January 01, 2024 - patient preferences are more routinely collected and have
standardized codes for representing these data … The Workgroup will explore the prioritization of patient-centric data
for PC CDS, including prioritizing … Patient Lifeflows (Level 3)
The Workgroup will identify methods for capturing patient preference data … interviews, the Workgroup will
develop a guide of best practices for capturing patient preference data … Patient-Centered Clinical Decision Support
This report describes standards for patient preferences data
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cdsic.ahrq.gov/cdsic/project-summary-2025
April 01, 2025 - Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data … Decision Support
November 9, 2022
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Data
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - values, and preferences are considered in the care process. [2] Along with other patient-generated data … Workgroup will focus on identifying standards for integrating different types of patient preference data … Integrating patient-generated health data into clinical care settings or clinical decision-making: lessons … The impact of electronic health record-integrated patient-generated health data on clinician burnout. … Trust and Patient-Centeredness Workgroup: Action Plan to Collect and Use Social Determinants of Health Data
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cdsic.ahrq.gov/cdsic/AI-perspectives
July 08, 2024 - PC CDS can harness AI to collect and analyze data, streamline communication between patients and their
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cdsic.ahrq.gov/sites/default/files/2023-08/Final%20TPC%20P3_Source%20Credibility%20to%20AHRQ%208.2.23_508c%20Version.pdf
January 01, 2023 - • Data including patient-generated, patient-reported, and patient-specific data. … Following this data abstraction process, articles labeled ineligible were removed. … Completeness also relates to patient health data processed in PC CDS tools. … Fundamentals of Clinical Data Science. … Front Big Data.
2019;2:11.
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cdsic.ahrq.gov/cdsic/landscape-assessment-AI
July 11, 2024 - intelligence (AI) has been used in clinical decision support to process and analyze large amounts of data
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cdsic.ahrq.gov/sites/default/files/2025-01/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q4%202024.pdf
January 01, 2025 - Title Description
Report: Considerations for
Minimizing Patient Burden and
Fatigue When Providing Data … will explore what PC CDS developers and implementers
should consider when gathering patient-provided data … It will include a list of considerations and
best practices to optimize patient data collection, and … Patient-Centered Clinical Decision Support
This report describes standards for patient preferences data … in PC CDS
This report speaks to various requirements for incorporating SDOH data in PC CDS design,
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cdsic.ahrq.gov/cdsic/innovation-center
January 02, 2025 - Visualization of Patient-Generated Health Data: A Scoping Review of Dashboard Designs
From the AHRQ … Clinical Informatics (ACI) shares findings from a scoping review of studies of patient-generated health data … Patient-Generated Health Data (PGHD) Visualization Software Toolkit Overview
This software toolkit … allows users to adapt or create new visualizations involving patient-generated health data (PGHD) for
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cdsic.ahrq.gov/sites/default/files/2022-04/Final%20Innovation%20Center%20Charter_508.pdf
January 01, 2022 - a robust evidence base for
patient-centered design principles
Accelerate development and use of data … interoperability standards that reduce last mile data
integration and implementation challenges … ■ Accelerate the development of best practices surrounding the use of data interoperability
standards … ■ Identify challenges to implementing 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/cdsic/patientfocusedmeasures
September 01, 2023 - making informed by patient-centered factors including patient-centered research, patient-generated data
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cdsic.ahrq.gov/sites/default/files/2025-06/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q2%202025.pdf
January 01, 2025 - literature searches, stakeholder input and feedback (e.g.,
through Workgroup engagement), qualitative data … The resource presents a direct mapping of three factors of PC
CDS (knowledge, data, and delivery) to … Report: Considerations for Minimizing Respondent Burden in Collecting Data for Patient-
Centered Clinical … It includes a list of causes of respondent
burden and mitigating strategies to optimize patient data … in PC CDS
This report speaks to various requirements for incorporating SDOH data in PC CDS design,
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cdsic.ahrq.gov/sites/default/files/2025-03/CDSiC%20Project%20Summary_1.31.25_508c.pdf
January 01, 2025 - Patient-Centered Clinical Decision Support *
• Action Plan to Collect and Use Social Determinants of Health Data … Implements Best Practices for Presentation and Analysis of Selected Types of
Patient-Generated Health Data … Products by Topic Area and Type
REPORTS: Key findings from environmental scans and/or qualitative data