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effectivehealthcare.ahrq.gov/health-topics/learning-disorders/
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effectivehealthcare.ahrq.gov/products/machine-learning-screening/abstract
April 30, 2019 - Apr. 29, 2019 Topic Initiated Nov. 15, 2019 Systematic Review Performance and Usability of Machine Learning … to create efficiencies in systematic review (SR) processes (systematicreviewtools.com), with machine learning … records
To test how machine learning tools perform as a second reviewer for the screening task of … a SR
To examine differences in screening outcomes and user experiences across machine learning tools … An initial evaluation showed that Abstrackr, a machine learning tool for study selection, can provide
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effectivehealthcare.ahrq.gov/news/learning-health-systems-panel
Home »
News »
AHRQ EPC Program Launches Learning Health Systems Panel to Help Make Evidence Reports … More Useful to Health Systems in Improving Patient Care
AHRQ EPC Program Launches Learning … panel to guide the EPC program in developing and disseminating evidence reports that can be used by learning … The learning health systems panel will generate ideas, provide feedback, make improvements, and implement … More information about this work, and the EPC Programs work with learning health systems, will be available
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effectivehealthcare.ahrq.gov/products/machine-learning-screening/methods-report
November 15, 2019 - Apr. 29, 2019 Topic Initiated Nov. 15, 2019 Systematic Review Performance and Usability of Machine Learning … Purpose of Project
For title and abstract screening, we explored the reliability of three machine learning … Standards for conducting and reporting evaluations of machine learning tools for screening will facilitate … Machine learning tools can expedite systematic review (SR) completion by reducing manual screening workloads … Performance and usability of machine learning for screening in systematic reviews: a comparative evaluation
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effectivehealthcare.ahrq.gov/products/machine-learning
September 07, 2012 - A Pilot Study Using Machine Learning and Domain Knowledge To Facilitate Comparative Effectiveness Review … September 07, 2012
Research Report
A Pilot Study Using Machine Learning
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effectivehealthcare.ahrq.gov/products/machine-learning-screening
April 30, 2019 - Performance and Usability of Machine Learning for Screening in Systematic Reviews: A Comparative Evaluation … April 30, 2019
Abstract
Performance and Usability of Machine Learning … November 15, 2019
Research Report
Performance and Usability of Machine Learning
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effectivehealthcare.ahrq.gov/products/machine-learning-tool
November 03, 2020 - Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of Chronic Pain Treatments … Initiated
November 03, 2020
Research Report
Testing a Machine Learning
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effectivehealthcare.ahrq.gov/products/machine-learning/research
September 07, 2012 - A Pilot Study Using Machine Learning and Domain Knowledge To Facilitate Comparative Effectiveness Review … A pilot study using machine learning and domain knowledge to facilitate comparative effectiveness review
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effectivehealthcare.ahrq.gov/products/machine-learning-quality
September 21, 2012 - Machine Learning Methods in Systematic Reviews: Identifying Quality Improvement Intervention Evaluations … Topic Initiated
September 21, 2012
Research Report
Machine Learning
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effectivehealthcare.ahrq.gov/products/learning-health-systems-panel
January 08, 2019 - Learning Health Systems Panel
Timeline
January 07, 2019
Topic Initiated … January 08, 2019
Series Overview
Learning Health Systems Panel
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effectivehealthcare.ahrq.gov/news/health-systems-journal-article
July 03, 2020 - Home »
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AHRQ Researchers Show How Learning Health Systems Can Help Organizations Improve … Practice
AHRQ Researchers Show How Learning Health Systems Can Help Organizations … of Hospital Medicine article by AHRQ researchers explored how healthcare organizations can use the learning … The learning health system cycle is a valuable framework to improve practice and develop systems that … enhance continuous learning, according to the AHRQ authors.
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effectivehealthcare.ahrq.gov/products/machine-learning-quality/research
September 21, 2012 - Machine Learning Methods in Systematic Reviews: Identifying Quality Improvement Intervention Evaluations … A machine learning approach may allow literature reviewers to screen only a fraction of a search output … Across two reference samples, the predictive performance of the machine learning approach demonstrated … Conclusions
Machine learning approaches may assist in the title and abstract inclusion screening process
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effectivehealthcare.ahrq.gov/sites/default/files/pdf/ehc-presentation-quantitative-synthesis-learning-objectives-recommendations.pdf
July 01, 2019 - Quantitative Synthesis: Learning Objectives and Recommendations
Quantitative Synthesis
Learning Objectives … More details on individual chapters can be found here: [Link]
Systematic review process overview
Learning … 10.1371/journal.pone.0092508
http://dx.doi.org/10.1371/journal.pmed.1000097
Quantitative Synthesis��Learning … Objectives and Recommendations
Background
Background
Systematic review process overview
Learning
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effectivehealthcare.ahrq.gov/products/learning-health-systems-pilot-adhd
October 29, 2019 - Facilitating the Implementation of EPC Reports in Learning Health Systems Engaged in Quality Initiatives … 29, 2019
Research Report
Facilitating the Implementation of EPC Reports in Learning
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effectivehealthcare.ahrq.gov/news/ahrq-blog-highlights-learning-health-systems
August 29, 2019 - Home »
News »
AHRQ Blog Highlights EPC Program Innovations to Foster Evidence-based Care in Learning … Systems
AHRQ Blog Highlights EPC Program Innovations to Foster Evidence-based Care in Learning
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effectivehealthcare.ahrq.gov/sites/default/files/pdf/machine-learning-quality_research.pdf
September 01, 2012 - Machine Learning Methods in Systematic Reviews: Identifying Quality Improvement Intervention Evaluations … Analytic Framework Machine Learning in Systematic Reviews
Appendix B. … Machine Learning Approach
The overall machine learning approach applied to this project approach uses … The Nature of statistical learning
theory. New York: Springer-Verlag; 1995. … Active
learning for biomedical citation screening. KDD
‗2010.
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effectivehealthcare.ahrq.gov/products/stakeholders-engagement-others/slides-2011-1
October 31, 2011 - Learning Modules: Engaging Stakeholders in the Effective Health Care Program (Slide Presentation)
Presentation … October 31, 2011
These four learning modules provide researchers with information and
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effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-testing-machine-learning-tool-chronic-pain.pdf
November 01, 2020 - Methods Research Report: Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of … Chronic Pain Treatments
Methods Research Report
Testing a Machine Learning … learning classifiers using citations from previous
reports. … Stage 3: Test Machine Learning Classifier on Monthly Update
Searches
The three machine learning models … Machine Learning: ECML-98;
1998 1998//; Berlin, Heidelberg.
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effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-machine-learning-screening.pdf
November 01, 2019 - Methods Research Report: Performance and Usability of Machine Learning for Screening in Systematic Reviews … Methods Research Report
Performance and Usability of Machine Learning for
Screening in Systematic … Comparative
Evaluation of Three Tools
Methods Research Report
Performance and Usability of Machine Learning … Machine Learning Tools
Abstrackr (http://abstrackr.cebm.brown.edu), DistillerSR (the machine learning … Developing Stopping Rules for a
Machine Learning System in Citation
Screening [dissertation].
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effectivehealthcare.ahrq.gov/products/creating-efficiencies-extraction-data
August 10, 2021 - Efficiencies in the Extraction of Data From Randomized Trials: A Prospective Evaluation of a Machine Learning … Efficiencies in the Extraction of Data From Randomized Trials: A Prospective Evaluation of a Machine Learning