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21. Accomplishments of the Learning Health System Panel To Inform and Encourage Use of Evidence Reports (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/accomplishments-lhs-panel.pdf
    November 01, 2021 - Accomplishments of the Learning Health System Panel To Inform and Encourage Use of Evidence Reports … Accomplishments of the Learning Health System Panel To Inform and Encourage Use of Evidence Reports … Panelists and other stakeholders from 11 learning health systems (LHSs) provided input to the Agency

22. Health Information Technology | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/health-topics/health-information-technology
    April 24, 2019 - Review Findings and Implications Research Report September 27, 2016 Machine Learning

23. Training and Support for Patients and Consumers Engaged in Research (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/bonoff-text.pdf
    January 01, 2000 - Patients and Consumers Engaged in Research Slide 2 Training & Support § Training and continued learning … case discussions Slide 4 Principles for Training Programs § Employ established principles of adult learning … training courses § Ensure that training is evaluated and continuously updated § Advise on applied learning … Leadership Education Advocacy Development § Science training for consumer advocates: learning concepts … , academics, and consumers § Select participants: renowned faculty and committed students § Adult learning

24. Slide 1 (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/ahrq_community_forum_webinar_bonoff.pdf
    January 01, 2000 - for Patients and Consumers Engaged in Research Training & Support • Training and continued learning … case discussions Principles for Training Programs • Employ established principles of adult learning … Leadership Education Advocacy Development • Science training for consumer advocates: learning concepts … , and consumers • Select participants: renowned faculty and committed students • Adult learning … principles: – Repetition, small study groups, safe learning environment for weakest to learn most

25. Therapies for Children With Autism Spectrum Disorder | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/autism-update/consumer
    September 23, 2014 - child you care for is older than 12 years or has a different behavioral, emotional, developmental, or learning … Education and 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 be … Your school district or learning center may have other names for these educational approaches, so you

26. Key Question Alternative Payment Models (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/related_files/alternative-payment-models_0.pdf
    August 01, 2024 - health systems and providers to implement high-quality, cost-efficient care.5 The Health Care Payment Learning … Abbreviations: APM=alternative payment model; ED=emergency department HCP-LAN=Health Care Payment Learning … Health Care Payment Learning and Action Network. 2023. Accessed on Jan 8 2024. 7. … Health Care Payment Learning and Action Network. … qpp.cms.gov/apms/overview https://www.cms.gov/priorities/innovation/innovation-models/health-care-payment-learning-and-action-network

27. EPC Program 2019 Year in Review (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/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

28. 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

29. 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

30. Research Methods | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/health-topics/research-methods
    February 12, 2014 - Powerful Open-Source Software for Meta-Analysis Abstract February 23, 2012 Learning

31. 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.

32. 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

33. 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

34. Product Search | Effective Health Care Program
    effectivehealthcare.ahrq.gov/products?f%5B0%5D=field_product_type%3Aresearch_report&f%5B1%5D=field_product_type%3Asystematic_review&f%5B2%5D=field_product_type%3Atechnical_brief&sort_by=field_product_pub_date
    September 20, 2021 - Efficiencies in the Extraction of Data From Randomized Trials: A Prospective Evaluation of a Machine Learning … Disorder in Older Adults Technical Brief November 3, 2020 Testing a Machine Learning

35. 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.

36. ABSTRACT (pdf file)
    effectivehealthcare.ahrq.gov/sites/default/files/pdf/machine-learning_research.pdf
    September 01, 2012 - Active learning for biomedical citation screening. … Learning in the Presence of Concept Drift and Hidden Contexts. … Domain adaptation with structural correspondence learning. … A Survey on Transfer Learning. 2010;22(10):15. 31. . … Machine Learning: Proceedings of the Thirteenth International Conference.

37. 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.

38. Developing a Research Framework for Evaluating the Comparative Effectiveness of Health Care Delivery Interventions to Improve Patient Outcomes in Serious Mental Illness | Effective Health Care Program
    effectivehealthcare.ahrq.gov/products/mental-illness-interventions/abstract
    January 24, 2012 - patient-centered and comparative effectiveness research for people with serious mental illness in a learning

39. EPC Program Concludes Series on Improving Health Systems Use of Evidence Reviews | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/news/epc-series-understanding-evidence-reviews
    these articles  and an overview in the AHRQ Views Blog Innovations to Foster Evidence-based Care in Learning

40. Development of Harmonized Outcome Measures for Use in Patient Registries and Clinical Practice: Methods and Lessons Learned | Effective Health Care (EHC) Program
    effectivehealthcare.ahrq.gov/products/registry-of-patient-registries/standardized-library
    February 11, 2019 - Development of Harmonized Outcome Measures for Use in Patient Registries and Clinical Practice: Methods and Lessons Learned White Paper February 11, 2019 Download Main Document PDF 556.1 KB This item is available in PDF only ( Full Report  [556 KB]). People using assistive technology may not be able to …