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  1. effectivehealthcare-admin.ahrq.gov/health-topics/learning-disorders
    October 21, 2011 - Disorders Description Learning disorders affect how a person understands, remembers and responds … People with learning disorders may have problems Listening or paying attention Speaking Reading … or writing Doing math Although learning disorders occur in very young children, they are usually … Evaluation and testing by a trained professional can help identify a learning disorder. … Learning disorders do not go away, but strategies to work around them can make them less of a problem
  2. effectivehealthcare-admin.ahrq.gov/news/learning-health-systems-panel
    March 01, 2019 - topics in this section News News 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 … https://effectivehealthcare.ahrq.gov/news/learning-health-systems-panel  
  3. effectivehealthcare-admin.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
  4. effectivehealthcare-admin.ahrq.gov/sites/default/files/related_files/machine-learning-tools-appendix-d.xlsx
    January 01, 2024 - Evaluation of a prototype machine learning tool to semi‑automate data extraction for systematic literature … With refinement, machine learning may assist with manual data extraction for SLRs. … Evaluation of a prototype machine learning tool to semi‑automate data extraction for systematic literature … With refinement, machine learning may assist with manual data extraction for SLRs. 34399684 Gates, A … Accuracy and Efficiency of Machine Learning–Assisted Risk-of-Bias Assessments in “Real-World” Systematic
  5. effectivehealthcare-admin.ahrq.gov/products/machine-learning-tools/white-paper
    December 01, 2024 - Tools that leverage machine learning, a subset of artificial intelligence, are becoming increasingly … We included evaluations of machine learning or artificial intelligence tools to automate or semi-automate … Lastly, the rapidly evolving nature of machine learning technologies means that our findings may quickly … Machine Learning Tools To (Semi-) Automate Evidence Synthesis. White Paper. … https://effectivehealthcare.ahrq.gov/products/machine-learning-tools/white-paper  
  6. effectivehealthcare-admin.ahrq.gov/products/learning-health-systems-panel/overview
    September 01, 2022 - In 2020-21, learning health systems represented in the panel implemented and evaluated materials. … Key tasks and activities included: Convene a learning health systems panel. … Convene a panel of representatives from a diverse group of 11 learning health systems to gather ideas … AHRQ funded five evidence review topics nominated by members of the learning health systems panel. … Implement and evaluate products and tools with each participating learning health system.
  7. effectivehealthcare-admin.ahrq.gov/products/machine-learning-screening/methods-report
    November 01, 2019 - Home Evidence Reports Performance and Usability of Machine Learning … SHARE: 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 … https://effectivehealthcare.ahrq.gov/products/machine-learning-screening/methods-report
  8. effectivehealthcare-admin.ahrq.gov/products/machine-learning-screening
    December 01, 2020 - SHARE: Performance and Usability of Machine Learning … December 2020 Internet Citation: Performance and Usability of Machine Learning … https://effectivehealthcare.ahrq.gov/products/machine-learning-screening  
  9. effectivehealthcare-admin.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
  10. effectivehealthcare-admin.ahrq.gov/products/machine-learning-quality/research
    January 01, 2019 - FAQs Home Evidence Reports Machine Learning … 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 … https://effectivehealthcare.ahrq.gov/products/machine-learning-quality/research  
  11. effectivehealthcare-admin.ahrq.gov/products/creating-efficiencies-extraction-data/methods-report
    August 01, 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 … Machine learning tools that semi-automate data extraction may create efficiencies in systematic review … We prospectively evaluated an online machine learning and text mining tool’s ability to (a) automatically … We uploaded the randomized trials to ExaCT, an online machine learning and text mining tool, and quantified
  12. effectivehealthcare-admin.ahrq.gov/news/health-systems-journal-article
    December 01, 2019 - topics in this section News News AHRQ Researchers Show How Learning … of Hospital Medicine article by AHRQ researchers explored how healthcare organizations can use the learning … AHRQ researchers described their efforts around the three phases of the learning health system cycle—identifying … The learning health system cycle is a valuable framework to improve practice and develop systems that … enhance continuous learning, according to the AHRQ authors.
  13. effectivehealthcare-admin.ahrq.gov/products/machine-learning-tool/methods-report
    August 01, 2021 - A machine learning classifier had high recall for identifying studies using text word searches for three … on optimized searches (Stage 2), and test machine learning classifier on monthly update searches (Stage … The machine learning classifier excluded 35 to 65 percent of studies classified as low relevance. … Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of Chronic Pain Treatments … https://effectivehealthcare.ahrq.gov/products/machine-learning-tool/methods-report  
  14. effectivehealthcare-admin.ahrq.gov/products/health-systems-use-evidence/overview
    January 01, 2023 - Learning Health Systems Panel In 2018, the EPC Program started a project to enhance learning health … In 2020-21, learning health systems represented in the panel implemented and evaluated these tools. … Get more details about the Learning Health Systems Panel . … Evidence Reports for Learning Health Systems The Learning Health Systems Panel nominated this list … Mind the gap: putting evidence into practice in the era of learning health systems .
  15. effectivehealthcare-admin.ahrq.gov/products/collections/health-systems-use-evidence/overview
    November 01, 2021 - Learning Health Systems Panel In 2018, the EPC Program started a project to enhance learning health … Get more details about the Learning Health Systems Panel . … Evidence Reports for Learning Health Systems The Learning Health Systems Panel nominated this list … The tools are located at Learning Health System Pilot Project . … Mind the gap: putting evidence into practice in the era of learning health systems .
  16. effectivehealthcare-admin.ahrq.gov/news/ahrq-blog-highlights-learning-health-systems
    September 01, 2019 - AHRQ Blog Highlights EPC Program Innovations to Foster Evidence-based Care in Learning … Citation: AHRQ Blog Highlights EPC Program Innovations to Foster Evidence-based Care in Learning … https://effectivehealthcare.ahrq.gov/news/ahrq-blog-highlights-learning-health-systems  
  17. effectivehealthcare-admin.ahrq.gov/products/stakeholders-engagement-others/slides-2011-1
    November 01, 2017 - EHC FAQs Home Evidence Reports Learning … Presentation) SHARE: Learning … 2011 Page Contents These four learning … created November 2017 Internet Citation: Presentation: Learning
  18. effectivehealthcare-admin.ahrq.gov/products/learning-health-systems-pilot-adhd/methods-report
    January 01, 2020 - SHARE: Facilitating the Implementation of EPC Reports in Learning … Key Messages We developed an implementation guide based on a published EPC report to support Learning … Facilitating the Implementation of EPC Reports in Learning Health Systems Engaged in Quality Initiatives … Project Timeline Facilitating the Implementation of EPC Reports in Learning Health Systems Engaged … https://effectivehealthcare.ahrq.gov/products/learning-health-systems-pilot-adhd/methods-report
  19. effectivehealthcare-admin.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 Learninglearning 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.
  20. effectivehealthcare-admin.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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