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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
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effectivehealthcare.ahrq.gov/products/stakeholders-engagement-others/slides-2011-1
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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
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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
-
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.
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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
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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.
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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
-
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
-
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.
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effectivehealthcare.ahrq.gov/sites/default/files/module_iii2.ppt
May 29, 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
-
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.
-
effectivehealthcare.ahrq.gov/products/creating-efficiencies-extraction-data/methods-report
-
effectivehealthcare.ahrq.gov/sites/default/files/module-iii-points-of-engagement-in-the-ehc-program.pdf
May 29, 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
-
effectivehealthcare.ahrq.gov/sites/default/files/cf_deliberativemethodswebinar_goalsetting.pdf
May 29, 2025 - expect to be the outcomes
2
Goals of Deliberation
Deliberation
First-Order
Goals
• Issue Learning
-
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
-
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
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effectivehealthcare.ahrq.gov/sites/default/files/use_of_handheld_ebell_presentation.pdf
January 01, 2009 - Context
• Clinical
questions
are
common
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are
central
to
adult
learning … 2006)
• RCT
of
handheld
computer
versus
paper
aids
showed
improved
learning
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effectivehealthcare.ahrq.gov/sites/default/files/module_i1.ppt
May 29, 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
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effectivehealthcare.ahrq.gov/sites/default/files/pdf/omega-3-maternity_research-protocol.pdf
May 18, 2015 - include additional maternal (risk for perinatal depression) and childhood (risk
for ADHD, autism, learning … Growth patterns
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