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cdsic.ahrq.gov/sites/default/files/2023-06/InnovationCenterQ12023ProgressReportDraft.pdf
January 01, 2023 - PC CDS lifecycle that must be
adequately negotiated by all participants in the healthcare delivery system … The processes for defining, managing, and
executing system-level tasks required to generate and deliver … This testing was done according to Nielson’s 10 usability heuristics: 1) Visibility of system
status … ; 2) Match between system and the real world; 3) User control and freedom; 4) Consistency and
standards … Digital Infrastructure for the Learning Health System: The Foundation for
Continuous Improvement in
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cdsic.ahrq.gov/cdsic/patient-app-topic-highlight
June 25, 2025 - types of data that can be exchanged Key data standards for interoperability Examples of app-clinical system
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cdsic.ahrq.gov/sites/default/files/2024-09/SRF_Patient%20Preference%20Standardization%20Priorities_508.pdf
January 01, 2024 - among structures, processes, outcomes, or experiences of interactions with the healthcare
delivery system … may not be
suitable for standardization; the (often limited) ability of clinicians and the health system … During the roundtable, two challenges
were raised related to health system acceptance of standardized … this was logged as their preference in their record—a separate
health system may decide to ask the … Crossing the Quality Chasm: A New Health System for the 21st Century.
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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 - The AI system can send alerts to clinicians about these symptoms instantaneously, helping
patients get … Machine Learning System. June
12, 2024. … www.techtarget.com/searchenterpriseai/feature/How-to-choose-between-a-rules-based-vs-machine-learning-system … www.techtarget.com/searchenterpriseai/feature/How-to-choose-between-a-rules-based-vs-machine-learning-system … A web-based
clinical decision support system for gestational diabetes: Automatic diet prescription and
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center/cds-standards-regulatory-framework
January 02, 2025 - :
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/2024-09/CDSiC%20Chart%20Book%202024_508.pdf
January 01, 2024 - functions of PC CDS. 7
• A multi-stakeholder group of patients, clinicians, researchers,
and delivery system … For instance, end-users may not specifically
need an app or an intelligent computerized system,
but … Paving the way for the implementation of a decision support system
for antibiotic prescribing in primary … Transforming user needs into functional requirements for an antibiotic clinical decision support system … : ex-
plicating content analysis for system design.
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cdsic.ahrq.gov/cdsic/patient-preferences-standardization
August 01, 2024 - among structures, processes, outcomes, or experiences of interactions with the healthcare delivery system
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cdsic.ahrq.gov/sites/default/files/2023-10/TPC%20Pat%20Engage%20Handbook%20Final.pdf
January 01, 2023 - The ELICIT
Framework provides exemplar questions for implementation assessments.73
System Usability … : explicating content analysis for system design. … mobile health system
development. … https://www.ascp.org/content/patient-champion
69 Brookings Health System. … System Usability Scale (SUS. Accessed July 31, 2023.
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cdsic.ahrq.gov/sites/default/files/2023-02/Real%20World%20PC%20CDS_Patient-Centered%20CDS%20for%20Postpartum%20Hypertension%20Monitoring_508_Jan26.pdf
January 01, 2023 - This decision support system was programmed to send patients a daily reminder to fill out a
questionnaire … response to concerning
patient information enabled Brittany to connect quickly with
the healthcare system
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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 - Potential users range from community hospitals to academic medical centers,
researchers, health system … Potential users range from community hospitals to academic medical centers,
researchers, health system … PC CDS Uptake: System uptake is a seldom
reported measure of CDS effectiveness in CDS
clinical trials … Studying workflow and workarounds in electronic health
record-supported work to improve health system … Psychometric evaluation of the post-study system usability questionnaire: The PSSUQ.
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cdsic.ahrq.gov/sites/default/files/2024-07/SRF_Taxonomy%20of%20PC%20CDS%20Override%20Recommendations_508_0.pdf
January 01, 2024 - Each system seems to use its own set of terms, and, while there is some overlap
in concepts, specific … The inputs were received as either complete system
lists of override reasons from the organization’s … EHR system or product’s system, a subset of reasons
specific to a given CDS application, or a list … The vast majority of identified
reasons captured the clinician/health system perspective, however. … Real-time user feedback to support clinical decision support
system improvement.
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cdsic.ahrq.gov/cdsic/srf-patientprefstandards
August 01, 2023 - Patient preferences may encompass preferences for engaging with the healthcare system
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - AI tool would be influenced by factors related to the relationship with their clinician or health system … be more likely to trust an AI tool for PC CDS if it was introduced by a trusted clinician or health system … in
healthcare and its impact on patient and caregiver trust in their clinician and the healthcare system … should provide transparent information on ownership (i.e., if a third party outside
of the health system … use of AI-enabled PC CDS tools may contribute to
health inequities and mistrust in the healthcare system
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cdsic.ahrq.gov/sites/default/files/2025-06/TPC%20Topic%20Highlight%20Patient%20Preferences.pdf
January 01, 2025 - preferences, which provide the basis for how
patients wish to: (1) interact with their clinician, care system … Administrative preferences shape how patients interact with the healthcare system. … updated to align with a
patient’s evolving needs
and guide interactions
across the healthcare
system … Crossing the quality chasm: a new health system for the 21st century.
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cdsic.ahrq.gov/sites/default/files/2023-08/CDSiC%20App%20Interoperability%20Report_508.pdf
January 01, 2023 - As such, there is an expectation that the patient engages
with the technology, the healthcare system … Although not depicted in the Ecosystem, health
care professionals outside of the healthcare system may … For example, the patient app may write data to
a clinical data repository at the healthcare system, … Clinicians may prefer that the system first review the data via
integrated CDS to determine what the … A Vision for a person-centered health
information system.
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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 - survey of clinician
attitudes toward AI found that many advocated for involvement of clinicians in system … that integrates
Microsoft’s GPT-4 generative AI
system into the MyChart health
portal.38 Clinicians … The Mercy Healthcare system is
leveraging an AI-based texting tool to
help patients struggling with … Presented at: 44th Hawaii International Conference on System Sciences. January 7-
11, 2022. … A web-based clinical decision
support system for gestational diabetes: automatic diet prescription and
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cdsic.ahrq.gov/sites/default/files/2024-05/Innovation%20Center%20Q1%202024%20Progress%20Report.pdf
January 01, 2024 - Working with a
health system partner, the app will leverage an AI-based tool to text patients who have … The Core 1 team began planning the evaluation of the app health system intervention. … and
usability of the app as well as the technical feasibility of integrating the app into the health system … The Core 1 team began planning the evaluation of PAIGE to assess the performance of the system to
generate … Innovation Center Progress Report 7
Quarterly Status Update March 2024
the usability of the system
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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 - Questionnaire - unspecified format Used in clinic/health system Adults Surgical - outpatient Hand surgery … Online survey platform Used in clinic/health system Adults Academic medical center Non-specific No N/ … Questionnaire - unspecified format Used in clinic/health system Adults Hospital Non-specific No N/A No … Clinical notes in EHR Used in clinic/health system Palliative care Palliative care End of life No N/A … Paper-based medical form Used in clinic/health system Palliative care Palliative care End of life No
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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 - For example, one study team
assessed the 10-year net cost savings of a hospital-wide CPOE system to … — Health system leader
Our findings inform alternative considerations PC CDS stakeholders can … Return on investment for a computerized physician order entry
system. … Web-based clinical decision support system for triage of vestibular patients. … Reducing Unnecessary Phlebotomy Testing
Using a Clinical Decision Support System.
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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 - In the
prior year, the Core 2 team integrated the app with an EHR system at a pilot site using Substitutable … In 2023,
the app was pilot tested at Yale New Haven Health System and demonstrated preliminary effectiveness … the technical approach for key components: 1) the platforms and
devices supported by the app; 2) the system … In Q1 2025, the Core 2 team established biweekly meetings with the pilot health
system site to plan … the Postpartum Hypertension pilot, they will
continue developing and testing the app in the health system