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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 - During the
meeting, patient advocates raised additional themes and considerations around factors that … It identifies five key areas, or
needs, that must be addressed to incorporate SDOH factors across each … This product will facilitate a shared understanding of critical gaps in our ability to address
SDOH factors
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cdsic.ahrq.gov/sites/default/files/2024-02/1_OY1%20Innovation%20Center%20Charter.pdf
January 01, 2024 - ■ Emergent field of CDS interventions that incorporate patient-centered factors (e.g., patient-
facing … ■ Feasibility-impact analysis: comparison of the factors of a project/activity that determine the
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cdsic.ahrq.gov/sites/default/files/2025-03/Final_MO_Patient%20Preference%20Report_6.7.24.pdf
January 01, 2025 - CDS encompasses a spectrum of decision-making tools that significantly incorporate
patient-centered factors … It also includes findings from the literature on factors that influence
the collection and measurement … Clinician /
System
• Clinician qualifications/skills
• Clinician identity factors
• Access to
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cdsic.ahrq.gov/sites/default/files/2023-10/Final%20OO%20Patient%20Outcomes%20of%20PC%20CDS%20to%20AHRQ%2010.6.23.pdf
January 01, 2023 - Specifically, patient-centered CDS (PC CDS) supports decision making informed by patient-
centered factors … What measurement-related factors should be considered when planning for PC CDS
outcomes assessment? … The below use cases illustrate factors that need to be taken into account when planning a
measurement … Impact of a computer-assisted education
program on factors related to asthma self-management behavior … Factors Associated With Rates of False-Positive and False-
Negative Results From Digital Mammography
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cdsic.ahrq.gov/sites/default/files/2023-08/SMD%20Workflow%20Measurement%20Approaches%20Report_to%20AHRQ%208.9.23_508.pdf
January 01, 2023 - Additionally, they are influenced by behavioral, organizational, and societal factors.4
6 … Six factors motivate patients to collect such
data: 1) usability, 2) illness experience, 3) relevance … Therefore, considering contextual
factors is integral to the design PC CDS interventions and study of … Human factors
methods: a practical guide for engineering and design. … Human Factors. 1991;33(6):677–691.
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cdsic.ahrq.gov/cdsic/researchers
May 22, 2025 - 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/2024-09/CDSiC%20Chart%20Book%202024_508.pdf
January 01, 2024 - In CHI Conference on Human Factors in Computing Systems (CHI ‘22), April 29-May 5, 2022, New Orleans, … JMIR Hum Factors. 2022;9(2):e32456. Published 2022 May 6. doi:10.2196/32456
6.
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cdsic.ahrq.gov/cdsic/workgroup-viewpoint
February 03, 2023 - and Mitigation of Mistrust in CDS Artifacts Due to Source Credibility will identify and define the factors … JMIR Human Factors 2016; 3 (02) e26 [10] Ye J.
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cdsic.ahrq.gov/cdsic/developers
May 22, 2025 - four key patient-centered clinical decision support lifecycle phases and associated patient-centered factors
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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 - Additionally, they are influenced by behavioral, organizational, and societal factors.3
• Patient/Caregiver … unified workflow diagram (Exhibit 2) provides a visual framework for understanding necessary
contextual factors … current studies that have utilized small, non-
generalizable samples.13
Contributing Intervention Factors
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cdsic.ahrq.gov/sites/default/files/2023-05/InnovationCenterQ4ProgressReportFinalForDTPFINAL.pdf
January 01, 2023 - availability, the design of visualizations, level of user experience and expertise, individual cognitive
factors … diagnose, and recover from errors; and 10) Help and documentation.10,11 Experts assessed
multiple factors
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cdsic.ahrq.gov/sites/default/files/2024-02/Innovation%20Center%20Q4%202023%20Progress%20Report_508_01052024.pdf
January 01, 2024 - projects; 2) gather perceptions on the measures used, limitations, and challenges; 3) understand
factors … December 2023
• For the cross-cutting assessment, members discussed the importance of understanding factors
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cdsic.ahrq.gov/sites/default/files/2025-09/Quartz%20Assessment%20Report_To%20DTP_09.05.25.pdf
January 01, 2025 - The technical team also reported factors that facilitated the design, development, and implementation … Several factors may explain the increase in BP response rates. … CDS encompasses a spectrum of decision-
making tools that significantly incorporate patient-centered factors … Exhibit 2 shows the factors considered in the BP algorithm.
Exhibit 2. … Several factors may explain the increase in BP response rates.
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cdsic.ahrq.gov/sites/default/files/2023-06/InnovationCenterQ12023ProgressReportDraft.pdf
January 01, 2023 - availability, the design of visualizations, level of user experience and expertise, individual cognitive
factors … diagnose, and recover from errors; and 10)
Help and documentation.10,11 Experts assessed multiple factors
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cdsic.ahrq.gov/sites/default/files/2024-08/TPC%20Patient%20Preferences%20Workflow%20Lifeflow_8.15.2.pdf
January 01, 2024 - which encompasses a
spectrum of decision-making tools that significantly incorporate patient-centered factors … CDS
encompasses a spectrum of decision-making tools that significantly incorporate patient-centered
factors … be given time to reflect on their preferences following a clinical visit,
especially given the many factors … or care management strategy, choice of surgery or chemotherapy for cancer
patients) as well as the factors … Reducing Burden for Clinicians
All informants emphasized factors such as limited bandwidth and inefficient
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cdsic.ahrq.gov/sites/default/files/2024-05/CDSiC%20Stakeholder%20Center%20Quarterly%20Report%20Q1%202024.pdf
January 01, 2024 - incorporate illustrative CDS use cases derived from either clinical
practice guidelines that reference SDOH factors … this product will facilitate a shared understanding of critical gaps in our
ability to address SDOH factors
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cdsic.ahrq.gov/sites/default/files/2023-09/TPC_Codesign%20Report%20to%20AHRQ%20FINAL.pdf
January 01, 2023 - Co-design with patients can support the
development of PC CDS by ensuring that patient-centered factors … PC
CDS needs to account for other patient-centered factors (i.e., utilizing PCOR-derived evidence … have used empathy interviews to better
understand an existing issue and potential contributing
factors … JMIR Hum Factors. 2022;9(2):e32456. Published 2022 May 6. doi:10.2196/32456
10Organization IS. … In CHI Conference on Human Factors in Computing Systems (CHI '22), April 29-May 5, 2022,
New Orleans
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cdsic.ahrq.gov/sites/default/files/2024-09/SRF_Patient%20Preference%20Standardization%20Priorities_508.pdf
January 01, 2024 - CDS) encompasses a spectrum of decision
making tools that significantly incorporate patient-centered factors … participants discussed that a patient’s
preferences are context-specific and can be
influenced by factors … Clinician /
System
• Clinician qualifications/skills
• Clinician identity factors
• Access to spiritual … Patient–physician concordance: preferences, perceptions, and factors
influencing the breast cancer surgical
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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 - clinical decision support (PC CDS) is a form of CDS that significantly incorporates
patient-centered factors … user feedback on alerts)
• Equity
o Identification and inclusion of social determinants of health factors … clinical decision support (PC CDS) is a form of CDS that significantly incorporates
patient-centered factors … For example, developers can conduct user experience and
human factors testing with patients during the … Physicians’ electronic inbox work patterns and factors associated with high
inbox work duration.
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cdsic.ahrq.gov/sites/default/files/2023-02/Stakeholder%20Center%20Quarterly%20Report%20Two_508_Jan26.pdf
January 01, 2023 - details for the product, including potential implementation domains, patient-centered
implementation factors … The product will consist of a three-part report that includes a framework for defining the factors
that