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cdsic.ahrq.gov/cdsic/Dean-Sittig
studying various aspects of computer-based provider order entry with clinical decision support, including factors … This work led to the development of the Safety Assurance Factors for EHR Resilience (SAFER) guides, designed
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cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
January 01, 2023 - In this section, implementers can report factors (e.g., resource availability, regulatory
environment … What factors led to success? … (e.g., business drivers, cultural/organizational
factors, resources, setting) that may affect PC CDS … Environmental factors affecting implementation.
4. … JMIR
Hum Factors. 2022 Jan 18;9(1):e33470. doi: 10.2196/33470.
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cdsic.ahrq.gov/sites/default/files/2024-12/OY2%20Innovation%20Center%20Charter_508.pdf
January 01, 2024 - which
encompasses a spectrum of decision-making tools that significantly incorporate patient-centered factors … ■ The field of CDS interventions that incorporate patient-centered factors to support whole-person … ■ Feasibility-impact analysis: comparison of the factors of a project/activity that determine the … ■ SWOT analysis: evaluates internal factors (strengths, weaknesses) and external factors
(opportunities
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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 - Less research exists on understanding the patient-centered factors that impact
intervention success, … ,
data, delivery, and/or use.”1
Factors include:
► Knowledge: Based on comparative effectiveness … Organizational factors describe the characteristics of the implementation site beyond the
clinical … The Inventory includes two measure constructs used to assess the
organizational factors that impede … Organizational Factors: Measures for
leadership support and resource availability
were identified;
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cdsic.ahrq.gov/cdsic/cdsic-stakeholder-community-outreach-center
January 02, 2025 - four key patient-centered clinical decision support lifecycle phases and associated patient-centered factors … Adoption, and Scaling Workgroup
Implementation, Adoption, and Scaling Workgroup: Key Factors … Considerations for Assessing the Value of Patient-Centered Clinical Decision Support
This report examines key factors … action plan describes critical needs for ensuring the incorporation of social determinants of health factors
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cdsic.ahrq.gov/sites/default/files/2023-07/Updated_OOPatientPreferenceTaxonomy.pdf
January 01, 2023 - In addition to the technical and infrastructure challenges noted above,
other factors may influence … This includes
research into the degree to which preferences vary by different factors; what factors … , risk factors,
etc.). … • What factors influence preference change, and how predictive of
preference change are these factors … How do patients value and prioritize patient portal functionalities
and usage factors?
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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 - encompasses a spectrum of decision-making
tools that significantly incorporate patient-
centered factors … Task: Describe Environmental Factors Affecting Implementation. … Users should consider reporting unique
internal and external factors faced by vulnerable populations … Consider unique internal and external factors faced by
vulnerable populations. … JMIR
Hum Factors. 2022 Jan 18;9(1):e33470. doi: 10.2196/33470.
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cdsic.ahrq.gov/sites/default/files/2023-09/FINAL%20OO%20PC%20CDS%20SDM%20Report.pdf
January 01, 2023 - This includes
examining the impacts of patient factors like digital and health literacy, SDOH, culture … PC CDS is informed by patient-
centered factors related to (1) knowledge—findings from PCOR and comparative … Using clinical risk factors and patient preferences, it generates risk for
gastrointestinal bleeding … Several enabling factors may mitigate these barriers. … JMIR Hum
Factors. 2021 Oct 26;8(4):e28618. doi:
10.2196/28618.
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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 - data integration and visualization software for multidisciplinary pediatric intensive care: a human factors … data integration and visualization software for multidisciplinary pediatric intensive care: a human factors … , terminology and system feedback, learning factors, and system capabilities). … Application of human factors to improve usability of clinical decision support for diagnostic decision-making … Applying human factors principles to alert design increases efficiency and reduces prescribing errors
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cdsic.ahrq.gov/cdsic/resources?page=1
December 06, 2024 -
Implementation, Adoption, and Scaling Workgroup: Key Factors and Considerations … Support
Publication Date:
October 14, 2024
This report examines key factors
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cdsic.ahrq.gov/cdsic/announcements
October 11, 2023 - provides a framework for individuals engaged in designing and deploying PC CDS to better understand the factors … The newly developed infographic describes the four patient-centered factors that are important to incorporate
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cdsic.ahrq.gov/cdsic/AI-perspectives
July 08, 2024 - of generative artificial intelligence (AI) in patient-centered clinical decision support (PC CDS), factors … Factors that influence trust in AI technology.
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cdsic.ahrq.gov/sites/default/files/2025-01/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q4%202024.pdf
January 01, 2025 - will include a list of considerations and
best practices to optimize patient data collection, and any factors … Topic Area: Patient Trust, Engagement, and Preferences
Exploring factors contributing to trust in PC … cdsic.ahrq.gov/cdsic/override-taxonomy
8
Implementation, Adoption, and Scaling Workgroup: Key Factors … Considerations for Assessing the
Value of Patient-Centered Clinical Decision Support
This report catalogs factors … and considerations for assessing PC CDS value, including economic and
clinical factors.
-
cdsic.ahrq.gov/cdsic/resources?page=2
September 30, 2024 - four key patient-centered clinical decision support lifecycle phases and associated patient-centered factors … action plan describes critical needs for ensuring the incorporation of social determinants of health factors
-
cdsic.ahrq.gov/sites/default/files/2025-03/CDSiC%20Project%20Summary_1.31.25_508c.pdf
January 01, 2025 - CDS Case Studies *
• An Initial Taxonomy of Override Reasons for PC CDS Recommendations *
• Key Factors … priorities
for future standards
development
Patient Trust,
Engagement, and
Preferences
Exploring factors
-
cdsic.ahrq.gov/sites/default/files/2024-09/Final%20IAS%20PC%20CDS%20Case%20Studies%20Report_2.pdf
January 01, 2024 - Clinicians appreciated the risk
calculator and the ability to move between the risk factors and the … JMIR Hum Factors. 2021 Oct 26;8(4):e28618. doi: 10.2196/28618. PMID:
34698649; PMCID: PMC8579222. … Health Issue: Major Depressive Disorder
PC CDS Factors:
• Knowledge: Follows the U.S. … The app provides
individualized risk assessments based on risk factors such as age, smoking history … JMIR Hum Factors. 2021
Oct 26;8(4):e28618.
13 Lobach DF, Boxwala A, Kashyap N, et al.
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cdsic.ahrq.gov/sites/default/files/2025-03/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q1%202025.pdf
January 01, 2025 - includes a list of considerations and
best practices to optimize patient data collection, and any factors … quarter of 2025, the Workgroup conducted a targeted review of the peer-
reviewed literature to identify factors … Topic Area: Patient Trust, Engagement, and Preferences
Exploring factors contributing to trust in PC … cdsic.ahrq.gov/cdsic/override-taxonomy
10
Implementation, Adoption, and Scaling Workgroup: Key Factors … and considerations for assessing PC CDS value, including economic and
clinical factors.
-
cdsic.ahrq.gov/sites/default/files/2023-09/Stakeholder%20Center%202023%20Q3%20Report%20to%20AHRQ%209.27.23.pdf
January 01, 2023 - Patient
preferences are crucial factors that must be taken into account in the care process for patient-centered … The product outlines a framework for
CDS developers that defines the factors that enhance or detract … The framework describes intervention activities and patient-centered factors that should be
documented … Credibility of Patient-centered Clinical Decision
Support Tools provides important context about the factors … gives guidance about how to populate the tool and considerations for
incorporating patient-centered factors
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cdsic.ahrq.gov/cdsic/implementation-case-studies
August 01, 2024 - CDS) encompasses a spectrum of decision making tools that significantly incorporate patient-centered factors
-
cdsic.ahrq.gov/cdsic/patientfocusedmeasures
September 01, 2023 - support (PC CDS) is CDS designed to support health-related decision making informed by patient-centered factors