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21. Learning Modules: Engaging Stakeholders in the Effective Health Care Program (Slide Presentation) | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/stakeholders-engagement-others/slides-2011-1

22. Patient-Monitoring-Systems-Appendix-C (xls file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/patient-monitoring-systems-appendix-c.xlsx
    January 01, 2024 - modality Primary studies outcome: Change in parameters monitored, implementation of scoring, machine learning … for included studies investigating change in parameters monitored, implementation of scoring, machine learning … The implementation of a real time early warning system using machine learning in an Australian hospital … Real-Time Machine Learning Alerts to Prevent Escalation of Care: A Nonrandomized Clustered Pragmatic … Not reported Not reported Change in parameters monitored, implementation of scoring, machine learning

23. AHRQ's Evidence-based Practice Center Division Annual Report 2019: Solving the Puzzle for Evidence-Based Decision Making (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/pdf/epc-year-in-review-2019.pdf
    January 01, 2019 - Abstract Screening With DistillerAI: A User Study Facilitating the Implementation of EPC Reports in Learning … to High-Quality Evidence: AHRQ EPC 2018 Pilot Projects Summary Performance and Usability of Machine Learning … products/machine-assisted-abstract-screening/methods-report https://effectivehealthcare.ahrq.gov/products/learning-health-systems-pilot-adhd … products/health-systems-access-evidence/overview https://effectivehealthcare.ahrq.gov/products/machine-learning-screening … Holidays for Osteoporosis Fracture Prevention: A Systematic Review Performance and Usability of Machine Learning

24. March 3rd Impact of Healthcare Algorithms on Racial and Ethnic Disparities in Healthcare (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/impact-healthcare-algorithms-racial-ethnic-disparities-March-3.pdf
    July 01, 2023 - Bias in Different Types of Algorithms Overlap in Rules-Based and Machine Learning … • Aligning around a current best practice provides clarity, supports innovation, and promotes learning … Good machine learning practice for medical device development: guiding principles. … ONC’s Health IT Buzz Blog Series: Artificial Intelligence & Machine Learning Thank you! … Artificial Intelligence/Machine Learning (AI/ML)-Enabled Medical Devices Matthew Diamond MD, MPH FDA

25. Methods Research Report: Developing Consistent and Useful Quality Improvement Study Data Extraction (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/developing-consistent-useful-quality-improvement.pdf
    September 01, 2020 - • Utility for Health Systems: Learning health systems can expect to see extracted data for different … Quality improvement studies can provide important insight to learning health systems. … Best Care at Lower Cost: The Path to Continuously Learning Health Care in America. … The Learning Healthcare Project. … Evidence-based medicine - engineering the Learning Healthcare System.

26. Tools to (Semi) Automate Evidence Synthesis (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/AI-tools-protocol.pdf
    August 15, 2023 - of interest among EPCs in the potential for tools that use artificial intelligence (AI) or machine learning … Eligibility Criteria Key Question (KQs) KQ 1: What tools that use artificial intelligence (AI) or machine learning … tool and the automation method o Tool URL o What’s the technology  Model types (e.g., SVM, deep learning … Machine learning computational tools to assist the performance of systematic reviews: A mapping review … EPC Evidence-based Practice Center GQ Guiding Question MeSH Medical Subject Heading ML Machine learning

27. Therapies for Children with Autism Spectrum Disorders (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/autism-update_consumer.pdf
    September 01, 2014 - child you care for is older than 12 years or has a different behavioral, emotional, developmental, or learning … programs These programs are offered in schools or other learning centers. … They focus on learning and reasoning skills and “whole life” approaches. … Usually, these services are included in the cost of the school or learning center, so there may not … Your school district or learning center may have other names for these educational approaches, so you

28. Disposition of Comments_Psychosocial and Pharmacologic Interventions for Disruptive Behavior in Children and Adolescents: A Systematic Review (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/disruptive-behavior-disposition-comments.pdf
    April 10, 2025 - Every routine , every moment and every state the infant is in is an opportunity to transfer learning … Give a structured Staff Development Strategies to support child learning from birth through first 5 … A research-based approach with the following adverse factors that influence early learning, that require … Learning Environment at school and homec). Minorities, racial inequitiesd). … Attention to adult learning theories as they need to relate to children after training.e).

29. Diagnosis of Attention-Deficit/Hyperactivity Disorder in Adults: A Systematic Review (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/hyperactivity-disorder-protocol-amendment.pdf
    January 08, 2025 - will be screened by at least one human literature reviewer and a DistillerSR software machine learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning

30. Evidence-based Practice Center Systematic Review Protocol (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/hyperactivity-disorder-protocol.pdf
    November 10, 2024 - will be screened by at least one human literature reviewer and a DistillerSR software machine learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning … Test" OR "CVLT-3" OR "Standard Form California Verbal" "CVLT-3 Brief" OR "California Verbal Learning

31. A Framework for Conceptualizing Evidence Needs of Health Systems (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/white-paper-framework-for-conceptualizing-evidence-needs_0.pdf
    December 01, 2017 - Preparing Evidence for Use by Learning Health Systems Drs. … Such a role aligns with the concept of learning health systems. … The Learning Health System Context Much of the discussion about learning health systems focuses on the … As described in one of the reports in the IOM series on learning health care systems, “A learning health … Evidence-based Medicine - Engineering the Learning Healthcare System.

32. Methods Research Report Improving Access To And Usability of Systematic Review Data for Health Systems Guideline Development (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-health-systems-guidelines-development.pdf
    February 01, 2019 - • Alternate formats may improve utility of EPC report data to guideline committees in learning health … Groups and individuals in learning health systems make decisions based on many factors, including but … These are freely available for use by learning healthcare systems and other end users. … The developed prototypes may facilitate learning health systems’ efforts to provide evidence-based, … quality care through continuous learning and improvement.

33. Creating Efficiencies in the Extraction of Data From Randomized Trials: A Prospective Evaluation of a Machine Learning and Text Mining Tool | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/creating-efficiencies-extraction-data/methods-report

34. Slide 1 (ppt file)
    effectivehealthcare.ahrq.gov/sites/default/files/module_iii2.ppt
    October 08, 2025 - /gridColorName> The Agency for Healthcare Research and Quality presents the following e-learning … Evidence-based Practice Center. * Full Course Outline This is the 3rd module as part of a four module e-learning … * Module III Learning Objectives After completing Module III participants will be able to: Identify … certification boards Look for policymakers through professional networks such as Medicaid Medical Directors Learning

35. Methods Research Report: Creating Efficiencies in the Extraction of Data From Randomized Trials (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-creating-efficiencies-extraction-data.pdf
    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 … Purpose of study For a sample of 75 randomized trials, we prospectively evaluated an online machine learning … Objectives We aimed to: (1) prospectively evaluate an online machine learning and text mining tool’s … Learning to argue via apprenticeship.

36. Module III: Points of Engagement in the EHC Program (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/module-iii-points-of-engagement-in-the-ehc-program.pdf
    October 08, 2025 - investigators Speaker notes: The Agency for Healthcare Research and Quality presents the following e- learning … Skills for Successful Engagement Speaker notes: This is the 3rd module as part of a four module e-learning … Slide 5 Module III Learning Objectives After completing Module III participants will be able to: … boards § Look for policymakers through professional networks such as Medicaid Medical Directors Learning

37. Slide 1 (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/cf_deliberativemethodswebinar_goalsetting.pdf
    October 08, 2025 - expect to be the outcomes 2 Goals of Deliberation Deliberation First-Order Goals • Issue Learning

38. Facilitating the Implementation of EPC Reports_Methods Research Report (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-facilitating-implementation-pilot.pdf
    October 01, 2019 - Methods Research Report Facilitating the Implementation of EPC Reports in Learning … on ADHD Methods Research Report Facilitating the Implementation of EPC Reports in Learning … Key Messages • We developed an implementation guide based on a published EPC report to support Learning … vi Facilitating the Implementation of EPC Reports in Learning Health Systems Engaged in Quality … HealthPartners is affiliated with the University of Minnesota Learning Health System Network for an

39. Quantitative Synthesis: Chapter 1. Decision To Combine Trials (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/ehc-presentation-quantitative-synthesis-chapter-1.pdf
    July 01, 2019 - Systematic review process overview • Learning objective: Describe the basic principles of combining … Learning objective for Chapter 1. … Decision to combine trials Background Background Systematic review process overview Learning objective

40. Slide 1 (ppt file)
    effectivehealthcare.ahrq.gov/sites/default/files/module_i1.ppt
    October 08, 2025 - /gridColorName> The Agency for Healthcare Research and Quality presents the following e-learning … Evidence-based Practice Center. * Full Course Outline This is the first of four modules as part of this e-learning … of these principles with the principles of comparative effectiveness research (CER). * Module I Learning … It serves the purpose of reciprocal learning and knowledge exchange to improve health. … problem-solving between researchers and decision makers,” which results in interactions that produce mutual learning