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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 - To support cognitive processes and
decision making, AI can provide recommendations to assist clinicians … The added cognitive burden from another source of information may contribute to
alert fatigue. … Processes and Decision Making
To support cognitive processes and decision making, AI can provide … The added cognitive burden from another source of information may contribute to alert
fatigue. … From mindless to mindful practice – cognitive bias and clinical decision making.
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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 - Mental workload The cognitive load or burden associated with using the PC CDS tool or
changes in user-rated … cognitive load/burden when completing a workflow task
or activity as a result of using the PC CDS tool … Measures
Cognitive Workload: Clinician cognitive workload
is not measured with high validity across … Related concepts of alert fatigue and desensitization
can be used as proxy measures of cognitive workload … A review of measuring the cognitive workload of electronic health
records.
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cdsic.ahrq.gov/cdsic/interoperability-patientapps
August 01, 2023 - This separation can lead to increased time and cognitive burden for clinicians and inappropriate PC CDS
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cdsic.ahrq.gov/cdsic/landscape-assessment-AI
July 11, 2024 - technical development and support of PC CDS, Complement direct/immediate clinician interaction, Support cognitive
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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 - cognitive load/burden when completing a workflow task
or activity as a result of using the PC CDS tool … Measures
Cognitive Workload: Clinician cognitive workload
is not measured with high validity across … Related concepts of alert fatigue and desensitization can
be used as proxy measures of cognitive workload … Cognitive
Informatics for Biomedicine. 2015;:111–40.
24 Davis FD, Bagozzi RP, Warshaw PR. … A review of measuring the cognitive workload of electronic health
records.
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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 - information
seeking,32 and impact on workflows such as changes in consultation time.46 Measures of
cognitive … Measuring Cognitive Workload. … using the National Aeronautics
and Space Administration (NASA) Task Load Index33 (NASA-TLX) to assess cognitive … Measure constructs to assess alert fatigue were alert
appropriateness,47 cognitive overload,50 think … EHR data: Time interval between
appearance of the alert and completion of
the selected actions
Cognitive
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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 - Use Clinician workflow integration Cognitive workload/cognitive burden of tool (objective) Objective … assessment of mental effort/cognitive workload associated with using tool, measured as total number of … A Review of Measuring the Cognitive Workload of Electronic Health Records. … Use Clinician workflow integration Cognitive workload/cognitive burden of tool (subjective) The amount … A Review of Measuring the Cognitive Workload of Electronic Health Records.
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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 - about the tool to address in future implementation plans.21,28 Additionally, users should report if
cognitive … include formative evaluations in simulated settings with comparisons to
business-as-usual; end-user cognitive … report if they conducted activities related to assessing usability of the designed tool,
including cognitive … • Results of cognitive task load assessments. … Working minds: A practitioner's guide to cognitive task analysis.
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cdsic.ahrq.gov/sites/default/files/2024-09/PAIGE%20Assessment%20Report_Public%20Version.pdf
January 01, 2024 - o PAIGE reduced the cognitive burden on patients to know what information and symptoms
to provide to … o While PAIGE reduced cognitive burden, it may not reduce time to communicate with
clinicians. … insight into the specific features of AI-based chatbots that will
enable them to save time and reduce cognitive … said, one clinician reported that PAIGE has the potential in the meantime to
decrease clinicians’ cognitive … insight into the specific features of AI-based chatbots that will enable them to save
time and reduce cognitive
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cdsic.ahrq.gov/sites/default/files/2023-05/InnovationCenterQ4ProgressReportFinalForDTPFINAL.pdf
January 01, 2023 - Data visualization techniques can lead to a more effective
decision-making process by reducing cognitive … and availability, the design of visualizations, level of user experience and expertise, individual cognitive
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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 - Results of cognitive task load assessments. … Patient-Centered Activities
Patient participation in PC CDS co-design and cognitive task
load assessments
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cdsic.ahrq.gov/sites/default/files/2023-06/InnovationCenterQ12023ProgressReportDraft.pdf
January 01, 2023 - Data visualization techniques can lead to a more effective
decision-making process by reducing cognitive … and availability, the design of visualizations, level of user experience and expertise, individual cognitive
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cdsic.ahrq.gov/sites/default/files/2024-07/OY1_FINAL%20TPC%20Patient%20Perspectives%20Generative%20AI.pdf
January 01, 2024 - ensure understanding of the terms and
concepts described in the guide, we conducted three virtual cognitive … To refine the discussion guide, we conducted three 60-minute virtual cognitive debriefings with patient … During the cognitive debriefing sessions, we prompted participants to respond to each
discussion guide … Cognitive
debriefing participants also provided feedback on a background document on PC CDS and AI that
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cdsic.ahrq.gov/sites/default/files/2023-08/Innovation%20Center%20Q2%202023%20Progress%20Report.pdf
January 01, 2023 - Data visualization techniques can lead to a more effective
decision-making process by reducing cognitive … and availability, the design of visualizations, level of user experience and expertise, individual cognitive
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cdsic.ahrq.gov/sites/default/files/2023-08/Checklist_SMD%20Planning%20Implementation%20Reporting_508fillable.pdf
January 01, 2023 - Results of cognitive task load
assessments. … Patient participation in PC
CDS co-design and cognitive
task load assessments. … Address the Patient-Centered Implementation Activities "Patient participation in PC CDS co-design and cognitive
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cdsic.ahrq.gov/sites/default/files/2025-03/Final_MO_Patient%20Preference%20Report_6.7.24.pdf
January 01, 2025 - Cognitive interviewing
Structural validity Assesses whether scores of a scale
adequately reflect … While some of the instruments included in the Inventory
mention conducting cognitive testing, most of … Characteristics
PROMIS PROMIS-Preference Summary score (calculated from the following PROMIS
domains: cognitive
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cdsic.ahrq.gov/sites/default/files/2023-08/User%20Guide_SMD%20Planning_%20Implementation_%20Reporting_508.pdf
January 01, 2023 - about the tool to address in future implementation plans.29,38
Additionally, implementers may conduct cognitive … patients.42 Implementers
should describe the extent to which patients participated in co-design and cognitive … include formative
evaluations in simulated settings with comparisons to business-as-usual, end-user cognitive … Implementers should conduct activities related to assessing usability of the designed tool,
including cognitive … Working minds: A practitioner's guide to cognitive task analysis.
Mit Press; 2006 Jul 7.
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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 - of the outcomes as either most or least important (kappa .28-1.0) Yes Face validity assessed using cognitive … Oncology No N/A No N/A Patient preferences developed through qualitative interviews and focus groups; cognitive
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cdsic.ahrq.gov/cdsic/AI-viewpoint
February 25, 2025 - development and support of PC CDS; complementing direct or immediate clinician interaction; supporting cognitive
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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 - direct/immediate clinician interaction, 4) facilitate
sharing and replication of PC CDS, and 5) support cognitive