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21. White Paper_Machine Learning Tools To (Semi-)Automate Evidence Synthesis: A Rapid Review and Evidence Map (pdf file)
    effectivehealthcare-admin.ahrq.gov/sites/default/files/related_files/machine-learning-tools-white-paper.pdf
    December 01, 2024 - These models were implemented in two ways: (1) zero-shot learning, where a pretrained deep learning … " or hyperparameter$ or "knowledge engineering" or "learning algorithm" or "learning scenario$" or KNN … learning" or "unsupervised learning" or "unsupervised model$" or "weak AI" or "large language model … learning':ti,ab,kw OR 'multi-task learning':ti,ab,kw OR 'natural language processing':ti,ab,kw OR nlp … /white-paper Cover.pdf White Paper_Machine Learning Tools.pdf Appendixes White Paper Machine Learning

22. Methods Research Report: Performance and Usability of Machine Learning for Screening in Systematic Reviews (pdf file)
    effectivehealthcare-admin.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].

23. Accomplishments of the Learning Health System Panel To Inform and Encourage Use of Evidence Reports (pdf file)
    effectivehealthcare-admin.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

24. Training and Support for Patients and Consumers Engaged in Research (pdf file)
    effectivehealthcare-admin.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

25. Slide 1 (pdf file)
    effectivehealthcare-admin.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

26. Health System Panel To Inform and Encourage Use of Evidence Reports | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/health-system-panel-encourage-evidence-reports/methods-report
    September 01, 2022 - Accomplishments of the Learning Health System Panel (PDF, 564 KB) … Agency for Healthcare Research and Quality (AHRQ) Evidence-based Practice Center (EPC) Program wants learning … Learning Health Systems. 4 Sept 2022 [epub ahead of print].

27. Therapies for Children With Autism Spectrum Disorder | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/autism-update/consumer
    May 01, 2020 - 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

28. Key Question Alternative Payment Models (pdf file)
    effectivehealthcare-admin.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

29. Patient-Monitoring-Systems-Appendix-C (xls file)
    effectivehealthcare-admin.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

30. AHRQ's Evidence-based Practice Center Division Annual Report 2019: Solving the Puzzle for Evidence-Based Decision Making (pdf file)
    effectivehealthcare-admin.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

31. Outcome Measure Harmonization and Data Infrastructure for Patient-Centered Outcomes Research in Depression | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/outcomes-research-depression/abstract
    June 01, 2022 - Yet, the value of registries as a foundation for research data infrastructure and learning health systems … would address these challenges and enable registries to realize their potential as the foundation for learning

32. March 3rd Impact of Healthcare Algorithms on Racial and Ethnic Disparities in Healthcare (pdf file)
    effectivehealthcare-admin.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

33. News | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/news?page=1
    December 01, 2020 - September 4, 2019 AHRQ Blog Highlights EPC Program Innovations to Foster Evidence-based Care in Learning … Publicly-Available Tool for Systematic Review Producers March 5, 2019 AHRQ Researchers Show How Learning … Health Systems Can Help Organizations Improve Practice October 2, 2018 AHRQ EPC Program Launches Learning

34. Abstrackr: Software for Semi-Automatic Citation Screening | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/abstractr/abstract
    November 01, 2017 - that allows participants in a review to collaboratively screen citations for relevance, and machine learning … In addition, we have been working on machine learning technologies to automatically screen citations, … You Might Also Like White Paper Jan 07, 2025 Machine Learning … Laxation Outcomes Research Report Nov 15, 2019 Performance and Usability of Machine Learning

35. Methods Research Report: Developing Consistent and Useful Quality Improvement Study Data Extraction (pdf file)
    effectivehealthcare-admin.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.

36. Tools to (Semi) Automate Evidence Synthesis (pdf file)
    effectivehealthcare-admin.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

37. Improving Access to and Usability of Systematic Review Data for Health Systems Guidelines Development | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/systematic-review-data/methods-report
    March 01, 2020 - Alternate formats may improve utility of EPC report data to guideline committees in learning health systems … The two key themes from the second-round interviews and our evaluation were (1) the need for the learning … To better understand the actual time required, the data storage needs, implications for EPCs and learning … formats and allow further assessment of whether these formats can increase uptake of EPC reports within learning … You Might Also Like White Paper Jan 07, 2025 Machine Learning

38. Alternative Payment Models | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/alternative-payment-models
    May 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. Physicians; ACo. … Health Care Payment Learning and Action Network.

39. Therapies for Children with Autism Spectrum Disorders (pdf file)
    effectivehealthcare-admin.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

40. An Ethical Framework for N-of-1 Trials: Clinical Care, Quality Improvement, or Human Subjects Research? (Chapter 2) | Effective Health Care (EHC) Program
    effectivehealthcare-admin.ahrq.gov/products/n-1-trials/research-2014-3
    August 01, 2019 - Whether n-of-1 trials are a form of systematic learning with the aim of promoting evidence-based clinical … Discourse on the ethics of n-of-1 trials depends on the trial’s intention: research versus learning for … The availability of electronically accessible data provides opportunities for learning from experience … In Model B, learning is focused on utilizing the experience from the operations of earlier trials to … Enhanced Learning in Clinical Care (Model C) In Model C, learning requires the major extra step of