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digital.ahrq.gov/technology/machine-learning
January 01, 2025 - Machine Learning
The PICU data collaborative: A novel, multi-institutional … Project Name
ML-ROVER: Machine Learning to Reduce Laboratory Test Overutilization … by using mixed methods (stakeholder interviews and surveys, electronic health records, and machine learning … Principal Investigator(s)
Wang, Hsin-Hsiao Scott
ML-ROVER: Machine Learning … Description
The study will develop, validate, implement, and assess the usability of a machine learning
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www.ahrq.gov/nursing-home/resources/learning-guide.html
May 01, 2021 - Learning Guide for Leadership—Strategies To Increase Nursing Home Staff Confidence in the COVID-19 Vaccines … Resource: Learning Guide for Leadership—Strategies To Increase Nursing Home Staff Confidence
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effectivehealthcare.ahrq.gov/sites/default/files/related_files/machine-learning-tools-appendix-c.xlsx
January 01, 2024 - Machine learning reduced workload with minimal risk of missing studies: development and evaluation of … Machine learning for identifying Randomized Controlled Trials: An evaluation and practitioner's guide … Machine learning for identifying Randomized Controlled Trials: An evaluation and practitioner's guide … Machine learning for identifying Randomized Controlled Trials: An evaluation and practitioner's guide … 2023 ASReview Web-based NR Naïve Bayes Title/abstract screening abstract screening Active learning
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psnet.ahrq.gov/issue/implementing-clinical-occurrence-reporting-and-learning-system-double-loop-learning-incident
May 05, 2021 - Study
Implementing the clinical occurrence reporting and learning system: a double-loop … learning incident reporting system in long-term care. … Implementing the clinical occurrence reporting and learning system: a double-loop learning incident reporting … Implementing the clinical occurrence reporting and learning system: a double-loop learning incident reporting … December 19, 2014
Learning mechanisms to limit medication administration errors.
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www.ahrq.gov/sites/default/files/wysiwyg/hai/tools/clabsi-cauti-icu/cauti-learning-from-defects-revised.docx
April 01, 2022 - CAUTI Learning From Defects Tool
Learn From Defects Tool Worksheet:
Catheter-Associated Urinary Tract … With whom shall we share our learning?
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www.ahrq.gov/sites/default/files/wysiwyg/hai/tools/clabsi-cauti-icu/clabsi-learning-from-defects_revised.docx
April 01, 2022 - CLABSI Learning From Defects Tool
Learn From Defects Tool Worksheet:
Central Line-Associated Bloodstream … With whom shall we share our learning?
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www.ahrq.gov/sites/default/files/wysiwyg/antibiotic-use/safety/changes-slides.pptx
November 01, 2019 - Acute Care Learning From Defects
AHRQ Safety Program for Improving Antibiotic Use
Making Effective … Changes in Antibiotic Decision Making
AHRQ Safety Program for Improving Antibiotic Use – Acute Care
Learning … From Antibiotic-Associated Adverse Events
Adverse event: Patient develops acute kidney injury
Learning … Changes in Antibiotic Decision Making
AHRQ Safety Program for Improving Antibiotic Use – Acute Care
Learning
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psnet.ahrq.gov/perspective/learning-health-systems-patient-safety
February 26, 2025 - Learning systems focus on fostering continuous learning across healthcare organizations and facilitating … Shared learning and improvements in patient safety happen when learning health systems with a strong … The role of a learning health system is to foster this analysis and shared learning. … Sarah Mossburg: How do learning health systems facilitate the shared learning process and collaboration … Toward a science of learning systems: a research agenda for the high-functioning Learning Health System
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digital.ahrq.gov/ahrq-funded-projects/learning-primary-care-meaningful-use-exemplars/citation/learning-primary-care
January 01, 2023 - Learning from primary care meaningful use exemplars. … Learning from primary care meaningful use exemplars. J Am Board Fam Med 2015;28(3):360-70. … www.ncbi.nlm.nih.gov/pubmed/25957369
Principal Investigator
Ornstein, Steven
Project Name
Learning
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www.ahrq.gov/sites/default/files/wysiwyg/hai/tools/mrsa/114-mrsa-prevention-learning-from-defects.docx
October 01, 2024 - AHRQ Safety Program for MRSA Prevention
Learning From Defects Tool
ICU & Non-ICU
Problem statement: Healthcare … We define this learning as reducing the probability that future patients will be harmed. … No. 25-0007
October 2024
Learning From Defects Tool
| 1
AHRQ Safety Program for MRSA Prevention |
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psnet.ahrq.gov/issue/yours-learning-organization
March 18, 2019 - Newspaper/Magazine Article
Is yours a learning organization? … Is yours a learning organization? Harv Bus Rev. 2008;86(3):109-16, 134. … where leadership behavior supports learning and creates a supportive learning environment, and where … concrete processes are in place to facilitate learning and encourage creativity among employees. … Is yours a learning organization? Harv Bus Rev. 2008;86(3):109-16, 134.
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psnet.ahrq.gov/issue/simulation-mastery-learning-and-healthcare
November 09, 2011 - Commentary
Simulation, mastery learning and healthcare. … Simulation, Mastery Learning and Healthcare. … This commentary reviews mastery learning theory at the individual and system levels and suggests that … Simulation, Mastery Learning and Healthcare. … July 10, 2019
Challenges in health care simulation: are we learning anything new?
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www.ahrq.gov/sites/default/files/wysiwyg/hai/tools/mrsa-2/023-ss-cusp-learning-from-defects-fg.docx
April 01, 2025 - AHRQ Safety Program for MRSA Prevention: Targeting SSI
Learning From Defects
Surgical Services
For: Cardiac … From Defects
SAY:
Welcome to this presentation on Learning From Defects as part of an overall approach … on the LFD process, access the Learning From Defects page on the toolkit website. … Slide 8
Learning From Defects Process: What Happened? … Slide 12
Learning From Defects Process: Why Did It Happen?
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www.ahrq.gov/diagnostic-safety/resources/issue-briefs/dxsafety-ai-wave3.html
July 01, 2025 - for Improving Diagnosis and Beyond
Understanding AI’s Potential: Healthcare Applications of Deep Learning … Understanding AI’s Potential: Healthcare Applications of Deep Learning
Limitations of AI and the Resulting … Moving Forward
Conclusion
Acknowledgments
References
The adaptability of deep learning … As deep learning models can be trained to recognize many different types of patterns—whether in medical … Biomedical pattern recognition refers to the use of deep learning to recognize patterns in physiologic
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psnet.ahrq.gov/issue/leder-learning-lives-and-deaths
October 19, 2022 - Multi-use Website
LeDeR - Learning from Lives and Deaths. … Citation Text:
LeDeR - Learning from Lives and Deaths. … People with a Learning Disability and autistic people (LeDeR) is a National Health Service-sponsored … initiative that seeks to improve the care of learning disabled patients through examining what goes … October 19, 2022
Learning from Bristol: The Report of the Public Inquiry into Children's
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psnet.ahrq.gov/issue/mitigating-racial-bias-machine-learning
July 22, 2020 - Commentary
Mitigating racial bias in machine learning. … Mitigating racial bias in machine learning. … This commentary discusses how algorithms in machine learning contribute to inaccuracies in the care … Mitigating racial bias in machine learning. … May 13, 2020
The potential for leveraging machine learning to filter medication alerts
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psnet.ahrq.gov/issue/minimization-occurrence-retained-surgical-items-using-machine-learning-and-deep-learning
July 06, 2012 - Review
Minimization of occurrence of retained surgical items using machine learning … and deep learning techniques: a review. … Minimization of occurrence of retained surgical items using machine learning and deep learning techniques … This review examined the use of machine learning (ML) and deep learning (DL) tools to support RSI prevention … Minimization of occurrence of retained surgical items using machine learning and deep learning techniques
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psnet.ahrq.gov/issue/what-learning-review-safety-literature-define-learning-incidents-accidents-and-disasters
December 17, 2010 - Review
What is learning? … A review of the safety literature to define learning from incidents, accidents and disasters. … What Is Learning? … A Review of the Safety Literature to Define Learning from Incidents, Accidents and Disasters. … What Is Learning?
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www.ahrq.gov/ncepcr/communities/pbrn/learning-series/index.html
October 01, 2024 - PBRN Learning Series
AHRQ announces a new learning series designed to support and promote the … Training E-learning Course: Building a Newer PBRN This course provides a variety of information and … June 20, 2024 Webinar: Highlighting and Promoting the Value of PBRNs July 11, 2024
PBRN Learning
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psnet.ahrq.gov/issue/learning-best
February 22, 2023 - Newspaper/Magazine Article
Learning from the best. … Learning from the best. Behavioral healthcare. 2010;30(4):22-4. … Learning from the best. Behavioral healthcare. 2010;30(4):22-4.