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cdsic.ahrq.gov/cdsic/AI-viewpoint
February 25, 2025 - four themes with important implications for the use of AI-enabled PC CDS: Promoting patient trust, transparency … Promoting Patient Trust, Transparency, and Explainability in AI-supported PC CDS The “black box” nature … of AI—a lack of transparency of the inputs and algorithms used by AI to generate output—is a key challenge … AI-supported PC CDS, particularly among different patient populations, and the effects of improved transparency … Transparency for Machine Learning-Enabled Medical Devices: Guiding Principles. June 13 2024.
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/trust-patient-centeredness
January 02, 2025 - Trust and Patient-Centeredness Workgroup
How do we foster trust in and transparency … Patient-Centeredness Workgroup is expanding on prior work related to trust in CDS by working to increase transparency
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - Participants also described several factors related to transparency that would influence their trust … They identified several factors related to transparency that would influence their level of
trust in … This
includes transparency about the underlying data used to inform and train AI-enabled tools. … Health data, technology, and interoperability: certification program updates, algorithm
transparency … HHS finalizes rule to advance health IT
interoperability and algorithm transparency.
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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 - Thus, modifying attributes (e.g., increasing transparency, engaging end users in
codesign) can enhance … Transparency
In the context of PC CDS, transparency requires clearly and proactively disclosing information … Findings from the literature and validated through KIIs highlight the need for
transparency around … PC CDS creation—including transparency regarding developers’
processes and conflicts of interest.77,96 … Transparency
In the context of PC CDS, transparency requires clearly and proactively disclosing
information
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cdsic.ahrq.gov/sites/default/files/2024-02/Final%20TPC%20Workgroup%20Charter%20to%20AHRQ%2012.5.23.pdf
January 01, 2024 - Critical
to achieving this is cultivating patient and clinician trust in CDS recommendations; fostering
transparency … • Advances PC CDS-based methods to assess and assure trust and transparency during clinical
and
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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/2024-12/OY2_Final%20TPC%20Workgroup%20Charter.pdf
January 01, 2024 - Critical
to achieving this is cultivating patient and clinician trust in CDS recommendations; fostering
transparency … • Advances PC CDS-based methods to assess and assure trust and transparency during clinical
and
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cdsic.ahrq.gov/cdsic/trust-patient-centeredness-workgroup-charter
October 31, 2022 - the cultivation of patient and clinician trust in CDS recommendations; this will be done by fostering transparency
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cdsic.ahrq.gov/cdsic/source-credibility
July 01, 2023 - credibility, including:
Accuracy
Consistency
Objectivity
Reliability
Currency
Relevance
Transparency
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - Patient-Centeredness Workgroup The Trust and Patient-Centeredness Workgroup is exploring how to increase transparency … This Workgroup will produce three products that will promote PC CDS transparency.
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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 - understand how an AI-supported
tool comes to a decision without clear explanation.24 This lack of transparency … Transparency: Patients should be informed when AI-supported PC CDS is being used
and given a choice
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cdsic.ahrq.gov/
July 02, 2025 - Trust and Patient Centeredness
How do we foster trust in and transparency
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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 - Because many AI
systems lack transparency regarding how recommendations are generated, clinicians may … Because many AI systems
lack transparency regarding how recommendations are generated, clinicians may … or familiarity on how underlying AI models in PC CDS
come to a decision combined with the lack of transparency … The “black box” nature of AI—referring to the lack of transparency of the
inputs and operations used … HHS finalizes rule to advance health it
interoperability and algorithm transparency.
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cdsic.ahrq.gov/sites/default/files/2024-10/FINAL%20CDSiC%20Project%20Summary%20PDF_508c.pdf
January 01, 2024 - AHRQ CDSiC Project Summary
Making clinical decision support more valuable and meaningful
to patients, clinicians, and healthcare systems
The Clinical Decision Support
Innovation Collaborative
Project Overview and Goals
The Clinical Decision Support Innovation Collaborative (CDSiC) is part of AHRQ’s Patient-
Cen…
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cdsic.ahrq.gov/sites/default/files/2024-09/AHRQ%20Final%20TPC%20SDOH%20Action%20Plan.pdf
January 01, 2024 - challenge of patients’ reluctance to share
social risk factor data on a routine basis is to ensure transparency … In order to ensure transparency, healthcare systems
should clearly outline how such data will be used … For example, ASTP/ONC issued a Final Rule in December 2023 to advance health IT that
included transparency … Health data, technology, and interoperability: certification program updates,
algorithm transparency … rule: proposed requirements for decision
support interventions and predictive models (algorithmic transparency
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cdsic.ahrq.gov/cdsic/planning-reporting-user-guide
September 23, 2024 - :
Skip to main content
HHS.gov
Menu
Main navigation
CDS Home
CDS Innovation Collaborative
An official website of the Department of Health & Human Services
…
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cdsic.ahrq.gov/sites/default/files/2025-03/CDSiC%20Project%20Summary_1.31.25_508c.pdf
January 01, 2025 - AHRQ CDSiC Project Summary March 2025
Making clinical decision support more valuable and meaningful to
patients, clinicians, and healthcare systems
The Clinical Decision Support
Innovation Collaborative
Project Overview and Goals
The Clinical Decision Support Innovation Collaborative (CDSiC) is part of AHRQ’s P…
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cdsic.ahrq.gov/sites/default/files/2025-03/Innovation%20Center%20Q1%202025%20Progress%20Report_03.25.25.pdf
January 01, 2025 - patient-
generated health data [PGHD]).8 Because of the rapid growth of GenAI and concerns with its
transparency
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cdsic.ahrq.gov/sites/default/files/2024-02/OY1%20Operations%20Center%20Charter.pdf
January 01, 2024 - initiative
■ Publicly disseminate activities and outputs of the CDSiC to raise awareness and promote
transparency
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cdsic.ahrq.gov/sites/default/files/2023-08/Checklist_SMD%20Planning%20Implementation%20Reporting_508fillable.pdf
January 01, 2023 - How ethical concerns
related to patient privacy
and transparency were
addressed.
12
Implementation … the Patient-Centered Implementation Activities "How ethical concerns related to patient privacy and transparency