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digital.ahrq.gov/ahrq-funded-projects/developing-and-using-valid-clinical-quality-metrics-health-information/annual-summary/2010
January 01, 2010 - Kaushal’s team will test the accuracy of electronic retrieval of the data for the metric set, as compared … All of these efforts are part of the quality assurance (QA) effort to test the accuracy of the data entered
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digital.ahrq.gov/sites/default/files/docs/page/2006EmaniGarberFisher_052411comp.pdf
June 16, 2021 - concept
SECURITY Serious concerns, especially hacking
BACK UP OF DATA Questions raised in all groups
ACCURACY … FUNCTIONALITY OF SAFE HEALTH
CATEGORY FINDING
PATIENT
ACCESSING
RECORD
Yes for most patients – ensure accuracy
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digital.ahrq.gov/sites/default/files/docs/publication/r18hs017094-mccolm-final-report-2009.pdf
January 01, 2009 - data extraction of
quality measures in the ambulatory setting and to compare the completeness and accuracy … Automated data extraction should require less staff and physician time,
increase accuracy, enhance the … Automated coding accuracy for blood pressure documentation was 100% for data
documented in a query or … Based on this review, the coding algorithms were revised to provide
100% accuracy for lab results. … and coding accuracy for the blood pressure, A1C and LDL data elements.
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digital.ahrq.gov/ahrq-funded-projects/cardio-hit-phase-ii/annual-summary/2009
January 01, 2009 - Advance empiric knowledge of the relative accuracy of exceptions. … exceptions and performance for two measure sets: CAD and HF. ( Achieved )
Evaluate the feasibility and accuracy … capture data required for exception reporting and assess variation in this process; and 2) evaluate the accuracy
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digital.ahrq.gov/type-care/secondary-care
January 01, 2023 - Secondary Care
Improving Accuracy of Electronic Notes Using a Faster
-
digital.ahrq.gov/ahrq-funded-projects/surgical-risk-preoperative-assessment-system
January 01, 2023 - Comparison of accuracy of prediction of postoperative mortality and morbidity between a new, parsimonious … Comparison of accuracy of prediction of postoperative mortality and morbidity between a new, parsimonious
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digital.ahrq.gov/ahrq-funded-projects/design-toolkit-add-electronic-clinical-data-statewide-hospital-administrative/annual-summary/2010
January 01, 2010 - existing administrative datasets is a practical, effective, and cost-efficient method to improve the accuracy … Feedback included requests for technical information on increasing POA coding accuracy and programming
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digital.ahrq.gov/ahrq-funded-projects/automating-assessment-asthma-care-quality/activity/automating-assessment-asthma/annual-summary/2010
January 01, 2010 - Overall accuracy, as measured by chart review, ranged from 63 percent to 100 percent and averaged 88 … Mean overall accuracy was 85 percent and ranged from 72 to 99 percent. … Of the seven exacerbation-related measures, five were evaluable at OCHIN and had a mean overall accuracy
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digital.ahrq.gov/sites/default/files/docs/page/final-kaushal-story-7-6-12.pdf
June 16, 2021 - The accuracy of the electronic measurements was high
overall, with some variance across measures. … measures that
involved medications (e.g., use of asthma medications
or aspirin) tended to have lower accuracy … Tests done by specialists (e.g., colorectal
cancer screening) tended to have lower accuracy as
well
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digital.ahrq.gov/principal-investigator/mccolm-denni
January 01, 2023 - for data capture of quality measures in an ambulatory EMR system and demonstrate the efficiency and accuracy
-
digital.ahrq.gov/ahrq-funded-projects/interactive-patient-centered-discharge-toolkit-promote-self-management-during
January 01, 2023 - Disclaimer
Disclaimer details
Close
Early expected discharge date accuracy … Early expected discharge date accuracy during hospitalization: A multivariable analysis.
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digital.ahrq.gov/sites/default/files/docs/page/2006Blevins_051211comp.pdf
June 06, 2006 - Accuracy
4
The Connecting for Health Model
for Health Information Sharing
• Sharing occurs via … Accuracy
13
From Prototype to Common
Framework Resources
• Based on the experience of building
-
digital.ahrq.gov/national-webinars/artificial-intelligence-tools-improve-provider-effectiveness-and-patient-outcomes
March 18, 2025 - clinical decision support tool and optimized for use in the emergency department to improve diagnostic accuracy
-
digital.ahrq.gov/location/usa-mo-st-louis
January 01, 2023 - developed and tested algorithms that can predict postoperative adverse outcomes with a high degree of accuracy
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digital.ahrq.gov/organization/washington-university
January 01, 2023 - developed and tested algorithms that can predict postoperative adverse outcomes with a high degree of accuracy
-
digital.ahrq.gov/ahrq-funded-projects/developing-and-using-valid-clinical-quality-metrics-health-information/annual-summary/2011
January 01, 2011 - Kaushal's team tested the accuracy of electronic retrieval of the data for the metric set compared to … However, there was substantial variation in accuracy across the metrics.
-
digital.ahrq.gov/sites/default/files/docs/artificial-intelligence-tools-improve-slides-03182025.pdf
March 18, 2025 - clinical decision support tool and optimized for use in the emergency
department to improve diagnostic accuracy … Optimized to Local Clinical &
Operational Needs
15
Translation to Clinical Practice
16
Real-World Accuracy … & Impact
17
Triage Metrics of Accuracy & Consistency
Rate (%) of
critical care
expedited as high-acuity … cdem.jhu.edu/
28
Link for Context (Agile MD)
28
Real-World Performance & Impact
High Predictive Accuracy … Metric Radiologist AI (≥ 43) AI (≥ 75)
Accuracy 0.893 0.718 0.898
Precision (PPV) 0.121 0.053 0.117
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digital.ahrq.gov/sites/default/files/docs/citation/k08hs018582-lafleur-final-report-2015.pdf
January 01, 2015 - Thresholds of absolute risk favoring specificity over
sensitivity or accuracy were optimal. … c Mean accuracy equals mean of sensitivity and specificity. … d Mean accuracy, specificity, and NPV could not be calculated for the subsets of patients with a prior … Sensitivity, specificity, and mean accuracy (i.e., mean of sensitivity and specificity; equivalent to … The y-‐axes correspond to value for the sensitivity (blue), specificity (red), and mean accuracy
(
-
digital.ahrq.gov/2020-year-review/research-summary/improving-delivery-health-services-health-systems-level
January 01, 2020 - found that the ACT algorithms were able to predict postoperative adverse outcomes with a high degree of accuracy … and drug-allergy interaction rates by increasing documentation quality and transparency, enhancing accuracy
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digital.ahrq.gov/ahrq-funded-projects/developing-and-using-valid-clinical-quality-metrics-health-information
January 01, 2023 - Time Series Technology: Electronic Health Record/Electronic Medical Record Population: Patient
Accuracy … Accuracy of electronically reported "meaningful use" clinical quality measures: a cross-sectional study