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cdsic.ahrq.gov/sites/default/files/2024-09/CDSiC%20Infographic%202024_508_0.pdf
January 01, 2024 - Patient Preferences Are Essential to Bringing the Patient Into Focus
Patient Preferences … Providing care that respects what patients want makes it easier for them to actively participate and … Recognizing patients’ needs and desires and adjusting healthcare decision making to address
these preferences … enhances the
relevance and accuracy of PC CDS, while
mitigating potential safety implications. … community of variety of stakeholders at the forefront
of using technology to better support care teams, patients
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cdsic.ahrq.gov/cdsic/AI-topic-highlight
June 18, 2025 - CDSiC main menu
About
About CDSiC
Centers
CDSiC & Me
Patients … However, concerns about data accuracy, transparency, and automation bias pose risks to patient safety … Related Resources
Trust and Patient-Centeredness Workgroup: Patient and Caregiver Perspectives … Workgroup: An Introductory Handbook for Patient Engagement Throughout the Patient-Centered Clinical … and patient-specific information that align with patient needs, preferences, and values.
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cdsic.ahrq.gov/cdsic/pro-dashboard-overview
October 01, 2023 - CDSiC main menu
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About CDSiC
Centers
CDSiC & Me
Patients … condition that come directly from the patient – provide valuable data to both patients and providers … safety of PC CDS interventions associated with the collection of PROs and their measurements (PROMs) … The completion and viewing metrics for patients stratified by select groups. … The Patients section that provides patient-level data for those who received concerning scores.
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cdsic.ahrq.gov/sites/default/files/2025-06/IAS%20Topic%20Highlight%20AI%20and%20PC%20CDS_508%20Compliant.pdf
January 01, 2025 - CDS
is used by clinicians in electronic health records (EHRs) and by patients in patient portals and … preferences2 and can
be made available to patients via patient portals and apps. … focus on the
patients and patient safety during visits. … Action Steps To Improve Patient Safety
• Conduct regular monitoring and testing of tools to reduce … Action Steps To Improve Patient Safety
Conclusion
References
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cdsic.ahrq.gov/sites/default/files/2024-07/Final%20IAS_AI%20Landscape%20Assessment%206.24.24%20(003).pdf
January 01, 2024 - • Strategies for ensuring patient safety. … • Strategies for ensuring patient safety. … • Strategies for Ensuring Patient Safety. … • Strategies for Ensuring Patient Safety. … To protect patient safety and alleviate patient privacy concerns, research
ethics principles based on
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cdsic.ahrq.gov/sites/default/files/2024-06/CDSiC%20Factsheet_508.pdf
January 01, 2024 - An Overview of Standards for Patient-Centered Clinical Decision Support
Patient-centered clinical decision … support (PC CDS) provides innovative ways to ensure patients, caregivers, and care
teams have patient-specific … Consistent standards
are essential to ensure PC CDS is accessible wherever and whenever clinicians and patients … • Engage patients to further develop the FHIR Provenance
standard to address the use of patient-provided … • Examine methods for verifying PGHD to ensure PC
CDS safety and appropriateness.
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cdsic.ahrq.gov/cdsic/AI-viewpoint
February 25, 2025 - PC CDS can be delivered to patients and caregivers—for example, through mobile apps and patient portals—or … care, synthesize patient-generated health data to help inform care decisions, engage with patients and … healthcare continues to grow, there is increasing awareness of the need to ensure the trustworthiness and safety … Strategies to ensure patient safety and privacy focus on addressing ethical principles, addressing differences … safety (e.g., by reducing AI confabulations and errors), gathering patient and caregiver perspectives
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - Consult patients and provide choice when introducing AI tools for PC CDS.
2. … settings continues to rise, there is increasing awareness of the need to
ensure the trustworthiness and safety … critical information to help assess algorithms for core characteristics such as fairness, validity,
and safety … Consult patients and provide choice when introducing AI tools for PC CDS. … Perspectives of patients about artificial
intelligence in health care.
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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 - the
quality and safety of healthcare and patient outcomes. … healthcare
and has the potential to improve the quality and safety of
healthcare and patient outcomes … safety through error reduction. … Error quantification refers to preventable patient safety events, such as
medication errors, adverse … perspective, PC CDS technology costs
should also consider developer costs to make PC CDS available to their clients
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cdsic.ahrq.gov/cdsic/implementation-case-studies
August 01, 2024 - CDSiC main menu
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About CDSiC
Centers
CDSiC & Me
Patients … These projects span various clinical domains, including chronic disease management, medication safety … in data quality review of PC CDS logic inputs Improving PC CDS utility and functionality for both patients … outcomes and enhancing the delivery of patient-centered care. … and patient-specific information that align with patient needs, preferences, and values.
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cdsic.ahrq.gov/sites/default/files/2023-10/TPC%20Pat%20Engage%20Handbook%20Final.pdf
January 01, 2023 - For example, researchers have conducted patient
focus groups in which patients were observed using a … facing, is patient uptake
and adoption.66 Engaging patients as end-user champions can help advocate … While
guidance is limited about engaging patients as champions for PC CDS, patient champions
have a … Developed by Johns Hopkins Medicine Armstrong Institute for Patient
Quality and Safety, this roadmap … Armstrong Institute for Patient Safety
and Quality. Accessed Aug 18, 2023.
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/measurement-outcomes
January 02, 2025 - CDSiC main menu
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About CDSiC
Centers
CDSiC & Me
Patients … The Measurement and Outcomes Workgroup is exploring how we measure the safety and effectiveness of PC … CDS interventions, and particularly how we measure outcomes that matter to patients, such as decision … care and help patients make health-related decisions. … journey are important to patients when determining if patient-centered clinical decision support (PC
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cdsic.ahrq.gov/cdsic/landscape-assessment-AI
July 11, 2024 - CDSiC main menu
About
About CDSiC
Centers
CDSiC & Me
Patients … safety and privacy. … and leverage AI to scale PC CDS more widely and encourage the use of AI in PC CDS among clinicians, patients … Workgroup: Capturing Patient Preferences for Patient-Centered Clinical Decision Support Within Patient … and patient-specific information that align with patient needs, preferences, and values.
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cdsic.ahrq.gov/cdsic/researchers
May 22, 2025 - CDSiC main menu
About
About CDSiC
Centers
CDSiC & Me
Patients … clinician burnout to achieving better healthcare outcomes and ensuring patient safety, among others, … patient preferences relevant to patient-centered clinical decision support. … Measurement and Outcomes Workgroup: Patient Prioritization of Measurement Areas for Patient-Centered … journey are important to patients when determining if patient-centered clinical decision support (PC
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cdsic.ahrq.gov/sites/default/files/2024-07/Final%20MO%20Patient%20Prioritization%20of%20Measurement%20Areas%207.18.24.pdf
January 01, 2024 - Measures of the patient health journey assess 15 areas related to patients’ lived experiences
across … Methods
To understand what areas within the patient health journey were most important to patients, … We recruited
nine patients and patient advocates to participate in three rounds of a prioritization … and patient care) within the patient
health journey, highlighting the importance to patients of assessing … Developing a primary
care patient measure of safety (PC PMOS): a modified Delphi process and face validity
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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 - Patient-Centered Activities
Anticipated costs, risks, and benefits incurred by patients. … Patient-Centered Activities
Process to involve patients in PC CDS governance
structures. … Engagement trends among patients from patient user data. … to patients (e.g., lifeflow burden, efficiency,
usage, and patient/clinician communication). … ☐
Not Applicable ☐
Task Description
Changes in clinical (e.g., health outcomes, patient safety)
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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 - back pain patients. … Patient Preferences for Patient Participation (the 4Ps) 12 Asks patients to rank importance of various … Safety Action Network and authors' knowledge of gaps in informed consent. … Patient-Centered Preference Assessment to Improve Satisfaction With Care Among Patients With Localized … back pain patients.
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - Objectives Workgroup The CDS Outcomes and Objectives Workgroup is exploring how to best measure the safety … intervention development process to ensure CDS tools are meaningful to patients and care teams. … Processes of developing and deploying PC CDS tools that exclude patients limit the likelihood that patient-specific … document best practices for engaging patients in the co-design and co-deployment of PC CDS. … recommending and prescribing apps to patients to help manage clinical conditions.
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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 - 017-0520-7
Design User-centered design User interface design Assesses user perceptions of usability Patient-safety … Use, Perceived Usability, and Barriers to Implementation of a Patient Safety Dashboard Integrated within … Use, Perceived Usability, and Barriers to Implementation of a Patient Safety Dashboard Integrated within … Use, Perceived Usability, and Barriers to Implementation of a Patient Safety Dashboard Integrated within … Results Policy and safety compliance Healthcare process outcomes Number of severe/life threatening patient
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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 … engagement and participation are patient activation,68
patients’ participation in the decision making … Adoption of Patient-facing PC CDS: Few
studies report on use of PC CDS by patients. … Data collection
approaches should limit burden for patients.
Patient Attitudes and Beliefs. … Patient Safety and Quality: An Evidence-Based Handbook for Nurses.