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181. Systematic Review on Nonopioid Pharmacologic Treatments for Chronic Pain: Surveillance Report 1 (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/surveillance-report-1-nonopioid-pharm-chronic-pain.pdf
     April 01, 2022 - In addition, to increase efficiency of abstract review, we utilized a machine learning classifier in … The machine learning classifier was previously shown to have 100 percent recall for identifying eligible … studies in update searches for this review.2 The machine learning classifier screened all citations … ; the second investigator performed dual review on all studies that the machine learning classifier … Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of Chronic Pain Treatments

182. Systematic Review on Nonopioid Pharmacologic Treatments for Chronic Pain: Surveillance Report 2 (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/surveillance-report-2-nonopioid-pharm-chronic-pain.pdf
     April 01, 2022 - In addition, to increase efficiency of abstract review, we utilized a machine learning classifier in … The machine learning classifier was previously shown to have 100 percent recall for identifying eligible … studies in update searches for this review.2 The machine learning classifier screened all citations … ; the second investigator performed dual review on all studies that the machine learning classifier … Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of Chronic Pain Treatments

183. Systematic Review on Noninvasive Nonpharmacological Treatment for Chronic Pain: Surveillance Report 2 (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/surveillance-report-2-noninvasive-nonpharma.pdf
     April 01, 2022 - In addition, to increase efficiency of abstract review, we utilized a machine learning classifier in … The machine learning classifier was previously shown to have 100 percent recall for identifying eligible … studies in update searches for this review.2 The machine learning classifier screened all citations … ; the second investigator performed dual review on all studies that the machine learning classifier … Testing a Machine Learning Tool for Facilitating Living Systematic Reviews of Chronic Pain Treatments

184. Methods Guide for Comparative Effectiveness Reviews_Inclusion of Nonrandomized Studies of Interventions in Systematic Reviews of Intervention Effectiveness: An Update (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/pdf/methods-guide-inclusion-nonrandomized-studies.pdf
     September 01, 2022 - The EPC Program has served the needs of various guideline developers and, increasingly, Learning Health … In this case, machine-learning based screening tools, such as Abstrackr (http://abstrackr.cebm.brown.edu … Best care at lower cost: the path to continuously learning health care in America. … The elements of statistical learning. New York: Springer; 2001. 78. Berk RA. … Statistical learning from a regression perspective. New York: Springer; 2008. 79.

185. Methods Guide for Comparative Effectiveness Reviews_Inclusion of Nonrandomized Studies of Interventions in Systematic Reviews of Intervention Effectiveness: An Update (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/product/pdf/methods-guide-inclusion-nonrandomized-studies.pdf
     September 01, 2022 - The EPC Program has served the needs of various guideline developers and, increasingly, Learning Health … In this case, machine-learning based screening tools, such as Abstrackr (http://abstrackr.cebm.brown.edu … Best care at lower cost: the path to continuously learning health care in America. … The elements of statistical learning. New York: Springer; 2001. 78. Berk RA. … Statistical learning from a regression perspective. New York: Springer; 2008. 79.

186. Quantitative Synthesis: Chapter 5. Network Meta-Analysis (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/ehc-presentation-quantitative-synthesis-chapter-5.pdf
     February 01, 2018 - Learning objective Network meta-analysis • Decision-makers want head-to-head estimates of different … Network Meta-Analysis Learning objective Network meta-analysis Network meta-analysis schematic Assumptions

187. AHRQ Slide Template 2009 (ppt file)
     effectivehealthcare.ahrq.gov/sites/default/files/presentation.ppt
     August 01, 2009 - Learning Objectives To understand the goals of presenting systematic review data in tables that summarize … graphical presentations of findings not synthesized through statistical or meta-analytic techniques Learning

188. Methods Research Report: Pilot To Promote Entry of Structured Data Into SRDR (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-research-report-pilot-promote-entry-data-srdr_0.pdf
     October 01, 2019 - The most common reasons were that the learning curve was too steep (7 respondents; 78%), the question … The process of citation importing was too cumbersome. 3 (33) Data Extraction/ Adjudication The learning … • The learning curve for using SRDR was too steep.

189. Medical Therapies for Locally Advanced Gastric Adenocarcinoma (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/gastric-cancers-protocol-amendment.pdf
     May 02, 2025 - More detail is provided in the “Use of Artificial Intelligence and/or Machine Learning” section below … Use of Artificial Intelligence and/or Machine Learning: We will use AI in DistillerSR to automatically … We do not plan on using AI or machine learning in full text review, data extraction, or risk of bias

190. Mindfulness-Based Interventions for Wellbeing and Mental Health in Children and Adolescents: A Systematic Review (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/ped-mindfulness-protocol-amendment.pdf
     February 05, 2025 - DSM-5], severe attention- deficit/hyperactivity disorder [e.g., based on DSM-5 definition], severe learning … standard deviations below the mean in one or more areas of cognitive processing related to the specific learning … Use of Artificial Intelligence and/or Machine Learning: We will use the DAISY Artificial Intelligence

191. Mindfulness-Based Interventions for Wellbeing and Mental Health in Children and Adolescents: A Systematic Review (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/ped-mindfulness-protocol-amended.pdf
     September 25, 2024 - DSM-5], severe attention- deficit/hyperactivity disorder [e.g., based on DSM-5 definition], severe learning … standard deviations below the mean in one or more areas of cognitive processing related to the specific learning … Use of Artificial Intelligence and/or Machine Learning: We will use the DAISY Artificial Intelligence

192. Standardized Library of Atrial Fibrillation Outcome Measures (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/wysiwyg/white-paper-library-afib.pdf
     November 15, 2018 - Standardized Library of Atrial Fibrillation Outcome Measures Research White Paper Standardized Library of Atrial Fibrillation Outcome Measures Research White Paper Standardized Library of Atrial Fibrillation Outcome Measures Prepared for: Agency for Healthcare Research and Quali…

193. BLUEPRINT FOR A FUTURE DISTRIBUTED RESEARCH NETWORK (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/distributed-network-blueprint_research.pdf
     June 01, 2010 - control of data and uses, and support standardized, reusable components to improve efficiency and learning

194. EPC-Pilot-Project-A-Dual-Approach-To-Facilitate-Health-Systems-Uptake-Of-Evidence-Synthesis-Reports-Anxiety-In-Children (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/methods-report-anxiety-children_0.pdf
     October 01, 2018 - EPC-Pilot-Project-A-Dual-Approach-To-Facilitate-Health-Systems-Uptake-Of-Evidence-Synthesis-Reports-Anxiety-In-Children Methods Research Report EPC Pilot Project: A Dual Approach To Facilitate Health Systems Uptake of Evidence Synthesis Reports. Anxiety in Children Methods Research Report EPC Pilot Project:…

195. Disposition of Comments_Comparative Effectiveness Review No. 267: ADHD Diagnosis and Treatment in Children and Adolescents (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/cer-267-adhd-disposition-comments.pdf
     March 25, 2024 - Although nit scaled, Dr, Melvin Levines PEERAMIDS and PEEX gives a reasonable screening for learning … EXERCISES, SPORTS, MARTIAL ARTS , work out NASAL regulated breathing exercises Mindful meditation Learning … Unless a parent knows how to transfer learning while playing with the child , pathways for SEL, LL and … ADHD is never alone having 65% ED/LD, #) 30% Depression, 35% ODD Learning Disorder is secondary to … Youth who have poor sleep often present with learning difficulties and behavioral problems.

196. White Paper: Narratively Describing Effects of Interventions in Systematic Reviews (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/white-paper-roadmap-interventions.pdf
     November 01, 2020 - We then sought feedback from the AHRQ Learning Health System (LHS) Panel, comprising 11 decision makers … Organization of Care GRADE Grading of Recommendations Assessment, Development and Evaluation LHS Learning

197. Methods Research Report: Linking Evidence Reviews to Organizational Guideline Planning: A Pilot Test of an Interactive Web-Based Presentation and Discussion of Evidence (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/pdf/linking-evidence-reviews-methods_0.pdf
     October 01, 2018 - Methods Research Report: Linking Evidence Reviews to Organizational Guideline Planning: A Pilot Test of an Interactive Web-Based Presentation and Discussion of Evidence Methods Research Report Linking Evidence Reviews to Organizational Guideline Planning: A Pilot Test of an Interactive, We…

198. A Systematic Review of Postpartum Home Blood Pressure Monitoring, Postpartum Treatment of Hypertensive Disorders of Pregnancy, and Peripartum Magnesium Sulfate Regimens for Preeclampsia With Severe Features (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/product/pdf/hypertensive-disorders-pregnancy-protocol-amendment.pdf
     April 20, 2022 - our EPC’s standard processes to conduct systematic reviews, we will take advantage of the machine learning … We will train the machine learning algorithm as follows: (1) We will review the reference lists from … in conference or by a third screener. (6) As screening progresses, the pretrained Abstrackr machine learning

199. Considering the Range of Decision-Relevant Effects (ppt file)
     effectivehealthcare.ahrq.gov/sites/default/files/medical-test-reviews-choosing-outcomes.ppt
     June 01, 2012 - Learning Objectives Segal JB. … Learning Objectives There are four key learning objectives in this module. … Emotional, social, cognitive, and behavioral effects Emotional effects of learning prognosis may lead

200. Autism-Adolescents Executive (pdf file)
     effectivehealthcare.ahrq.gov/sites/default/files/related_files/autism-adolescents_executive.pdf
     August 01, 2012 - functional independence and quality of life by minimizing core ASD features, facilitating development and learning … intellectual disability.31,33Across studies, participants made very specific short-term gains in learning … Individual studies documented specified short-term gains in learning or successfully executing an adaptive … Analog language teaching versus natural language teaching: generalization and retention of language learning