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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-cognitive-load3.html
May 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy
Interplay Between Cognitive Load and Diagnostic … Accuracy
Previous Page Next Page
Table of Contents
Cognitive Load Theory and Its Impact … on Diagnostic Accuracy
Introduction to Diagnostic Errors
Fundamental Concepts for Understanding … Cognitive Load
Interplay Between Cognitive Load and Diagnostic Accuracy
Measures of Cognitive Load … when it comes to causally establishing that high levels of cognitive load may lead to worse diagnostic accuracy
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www.ahrq.gov/research/findings/final-reports/ssi/ssiexh15.html
April 01, 2018 - Accuracy of adjudicated algorithm at each participating hospital
Previous Page Next Page … JAMIA Draft Manuscript
Accuracy of Adjudication at DH
Accuracy of Adjudication … 100.0%
Negative Predictive Value
99.8%
Negative Predictive Value
99.9%
Accuracy … of Adjudication at VA SLCHCS
Accuracy of Adjudication at VVMC
Routine Surveillance
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www.ahrq.gov/research/findings/final-reports/ssi/ssiexh13.html
April 01, 2018 - Accuracy of algorithm at each participating hospital
Previous Page Next Page
Table of Contents … JAMIA Draft Manuscript
Accuracy of Algorithm at DH
Accuracy of Algorithm at IH … Value
1.3%
Negative Predictive Value
99.5%
Negative Predictive Value
99.9%
Accuracy … of Algorithm at VA SLCHCS
Accuracy of Algorithm at VVMC
Routine Surveillance
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxchecklists-6.html
September 01, 2020 - Evidence that checklists improve diagnostic accuracy is mixed (see Table 1 ), and positive effects of … checklists on diagnostic accuracy are mainly found in subgroups of cases (difficult cases) or clinicians … Finally, most studies that measure effects on accuracy are performed in controlled settings that do not … The fact that most studies already show a limited effect of checklists on diagnostic accuracy in experimental
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www.ahrq.gov/sites/default/files/wysiwyg/patient-safety/reports/issue-briefs/dxsafety-probabilistic-thinking.pdf
September 01, 2022 - Issue Brief 9: Improved Diagnostic Accuracy Through Probability-Based Diagnosis
1
PATIENT
SAFETY … e
Issue Brief 9
Improved Diagnostic Accuracy
Through Probability-Based
Diagnosis
This page … e
Issue Brief 9
Improved Diagnostic Accuracy Through
Probability-Based … Improved diagnostic accuracy through
probability-based diagnosis. … This step requires understanding
Bayes Theorem, which integrates measures of test accuracy into the
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www.ahrq.gov/sites/default/files/wysiwyg/diagnostic/resources/issue-briefs/dxsafety-cognitive-load-theory.pdf
May 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy: Issue Brief
PATIENT
SAFETY
e
Issue … Brief 17
Cognitive Load Theory and Its
Impact on Diagnostic Accuracy
This page intentionally left … Cognitive Load Theory and its Impact on Diagnostic Accuracy. … , and review ways to measure CLT to
understand its causal impact on diagnostic accuracy. … The relation-
ship between response time and diagnostic accuracy.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-cognitive-load.html
August 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy
Next Page
Table of Contents … Cognitive Load Theory and Its Impact on Diagnostic Accuracy
Introduction to Diagnostic Errors … Fundamental Concepts for Understanding Cognitive Load
Interplay Between Cognitive Load and Diagnostic Accuracy … Cognitive Load Theory and its Impact on Diagnostic Accuracy.
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www.ahrq.gov/news/newsletters/e-newsletter/959.html
May 01, 2025 - Lab Results Improve Accuracy of AI-Generated Diagnoses
Issue Number
959
AHRQ News Now is … Today’s Headlines Lab Results Improve Accuracy of AI-Generated Diagnoses . … Lab Results Improve Accuracy of AI-Generated Diagnoses An AHRQ-funded study published in NPJ Digital … Adding lab results improved diagnostic accuracy by up to 30 percent across models. … GPT-4 performed the best, achieving 55 percent Top-1 accuracy and 79 percent lenient accuracy.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-cognitive-load5.html
May 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy
A Future Vision for Better Diagnostic Outcomes … Previous Page Next Page
Table of Contents
Cognitive Load Theory and Its Impact on Diagnostic Accuracy … Fundamental Concepts for Understanding Cognitive Load
Interplay Between Cognitive Load and Diagnostic Accuracy … for Implementation Cognitive load is an independent variable that affects diagnostic accuracy and should … strategies to support clinicians as they optimize their diagnostic accuracy.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/probabilistic-thinking4.html
September 01, 2022 - Improved Diagnostic Accuracy Through Probability-Based Diagnosis
Future Vision for Probabilistic Diagnostic … Decisions
Previous Page Next Page
Table of Contents
Improved Diagnostic Accuracy Through … Improving diagnostic accuracy will require better clinician skills and tools, including the following
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www.ahrq.gov/sites/default/files/2025-02/goldman-report.pdf
January 01, 2025 - Interventions
None
Measures
POA accuracy
We evaluated POA accuracy using several different metrics … POA accuracy was highly variable across hospitals. … Certain hospital characteristics predicted POA reporting accuracy. … Benchmarking variation in coding accuracy across the United
States. … Screening algorithms to assess the accuracy of present-on-
admission coding.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-cognitive-load1.html
May 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy
Introduction to Diagnostic Errors … Previous Page Next Page
Table of Contents
Cognitive Load Theory and Its Impact on Diagnostic Accuracy … Fundamental Concepts for Understanding Cognitive Load
Interplay Between Cognitive Load and Diagnostic Accuracy … thinking rather than conscious and analytical thinking. 13 However, CLT as it applies to diagnostic accuracy … , and review ways to measure CLT to understand its causal impact on diagnostic accuracy.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/probabilistic-thinking.html
September 01, 2022 - Improved Diagnostic Accuracy Through Probability-Based Diagnosis
Next Page
Table of Contents … Improved Diagnostic Accuracy Through Probability-Based Diagnosis
Introduction
Fundamental Concepts … Improved diagnostic accuracy through probability-based diagnosis.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/teledx-2.html
August 01, 2020 - asthma, and mental health conditions. 1-4 For nonurgent complaints in primary care settings, diagnostic accuracy … versus face-to-face encounters. 5,6
For more critical issues, the more pressing matter is not the accuracy
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxchecklists-3.html
September 01, 2020 - Sullivan and Shofield evaluated the use of a cognitive forcing mnemonic, called “SLOW”, on diagnostic accuracy … Similarly, most studies that evaluated process-focused checklists found no significant effects on accuracy … Overall, they found that the use of a checklist did not improve accuracy in the easy cases; on the contrary … , diagnostic accuracy was reduced by the use of checklists. … For difficult cases, the content-specific checklist improved diagnostic accuracy, but the debiasing checklist
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www.ahrq.gov/sites/default/files/wysiwyg/patient-safety/reports/issue-briefs/diagnostic-error-reduction.pdf
September 04, 2020 - , diagnostic accuracy was reduced by the use of checklists. … For difficult cases, the
content-specific checklist improved diagnostic accuracy, but the debiasing … Accuracy improved from 46%
pre-checklist condition to 51%
post-checklist condition. … The checklist
particularly improved accuracy
in the difficult cases. … Guided reflection interventions show no effect on diagnostic
accuracy in medical students.
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-cognitive-load4.html
May 01, 2024 - Cognitive Load Theory and Its Impact on Diagnostic Accuracy
Measures of Cognitive Load
Previous … Page Next Page
Table of Contents
Cognitive Load Theory and Its Impact on Diagnostic Accuracy … Fundamental Concepts for Understanding Cognitive Load
Interplay Between Cognitive Load and Diagnostic Accuracy … :
More robust investigation into how high cognitive load impacts clinician diagnostic accuracy in … Once the causal relationships between cognitive load and diagnostic accuracy have been better explored
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www.ahrq.gov/research/findings/final-reports/ssi/ssiapvtables.html
April 01, 2018 - Accuracy of algorithm at each participating hospital
Accuracy of Algorithm at DH
Accuracy of … of Algorithm at VA SLCHCS
Accuracy of Algorithm at VVMC
Routine Surveillance
… Accuracy of Adjudicated Algorithm at Each Participating Hospital
Accuracy of Adjudication at … DH
Accuracy of Adjudication at IH
Routine Surveillance
Routine Surveillance … of Adjudication at VA SLCHCS
Accuracy of Adjudication at VVMC
Routine Surveillance
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www.ahrq.gov/sites/default/files/wysiwyg/topics/defining-diagnostic-error-a-scoping-review.pdf
April 27, 2022 - explore how researchers operationalize
the NASEM’s definition of diagnostic error with relevance to accuracy … “Mini-root cause analysis” Timeliness, accuracy
Sacco et al26 United
States
Accuracy: “In the past … Patient reports of
diagnostic error
Timeliness, accuracy,
communication
Aoki and
Watanuki27 … Patient survey reporting
diagnostic error
Timeliness, accuracy
Giardina et al29 United
States … Secondary analysis of
patient reports of adverse
Timeliness, accuracy,
communication
events
(
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-rural-healthcare4.html
October 01, 2024 - payment models (e.g., value-based payment models, 89 global budgets 90,91 ) do not capture diagnostic accuracy … Integrating these practices into routines can enhance diagnostic accuracy and timeliness, positively … advanced diagnostic technologies and implement telemedicine and hybrid care models that enhance diagnostic accuracy … This patient enabling enhances the accuracy and timeliness of diagnoses, contributing to better diagnostic … Focusing on diagnostic accuracy and timeliness has immense potential to enhance patient health outcomes