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digital.ahrq.gov/health-it-tools-and-resources/health-it-costs-and-benefits-database/evaluation-handheld-clinical
June 01, 2004 - Evaluation of a handheld clinical decision support tool for evidence-based learning and practice in medical … Purpose of Study: To evaluate a handheld clinical decision support system (CDSS) for evidence-based learning
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digital.ahrq.gov/location/usa-sc-charleston
January 01, 2023 - Infrastructure to Create a Continuum of Services for COVID-19 Screening, Testing, and Treatment: A Learning … Rheingold, Alyssa Ann
Learning From Primary Care EHR Exemplars About Health IT … R21 HS023863
Principal Investigator(s)
Cartmell, Kathleen Buford
Learning … Basco, William
Research Centers in Primary Care Practice-Based Research and Learning
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digital.ahrq.gov/principal-investigator/wasserman-richard
January 01, 2023 - Richard
National Center for Pediatric Practice Based Research and Learning … Wasserman, Richard
Project Name
National Center for Pediatric Practice-Based Research and Learning
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digital.ahrq.gov/sites/default/files/docs/pghd-slides-02222022.pdf
February 22, 2022 - Learning Objectives
At the conclusion of this webinar, participants should be able to:
1. … Assessing Readiness
Key Learning Concepts
• PGHD integration may mark a significant change in your … Active Learning Exercises
• ACTIVITY 2.1: Organizational Readiness
• ACTIVITY 2.2: Gauge Motivation … Active Learning Exercises
• ACTIVITY 3.1: Identify Your Team of Champions
• ACTIVITY 3.2: Assemble a … Making Decisions
Key Learning Concepts
• Identify information technology best suited to your PGHD
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digital.ahrq.gov/sites/default/files/docs/publication/PreventiveCareHandbook_062912comp.pdf
June 01, 2012 - General learninG CollaboraTive Timeline and aGenda
Learning collaborative #1: 4 months prior to
implementation … Discuss the goals and role of the learning
collaborative. … Specific team members include —
● Learning collaborative facilitator (1)
● Learning collaborative … ● Peer-to-peer learning.
● Ongoing feedback and reinforcement. … The fifth discipline: the art & practice of the learning organization.
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digital.ahrq.gov/ahrq-funded-projects/improving-missing-data-analysis-distributed-research-networks
January 01, 2023 - Dates
09/30/2018 - 09/29/2022
Technology
Artificial Intelligence
Database
Machine Learning … Aim 2: Apply and assess machine learning (ML) and predictive modeling techniques to address less-obvious … Document Type: Journal Publication Research Method: Algorithm , Quantitative Technology: Machine Learning … , Predictive Modeling Population: Researcher
Applying machine learning in distributed data networks … Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance
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digital.ahrq.gov/sites/default/files/docs/clinical-care-slides-10142020.pdf
October 14, 2020 - Review how machine learning algorithms in conjunction with natural language
processing can be used … Evaluate the benefits of using EHR-integrated machine learning algorithms to identify
patients with … Describe how data mining and machine learning can help forecast adverse outcomes
among surgical patients … "The learning healthcare system." (2007). … • We can improve pediatric care with unbiased machine learning
algorithms
• More opportunities for
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digital.ahrq.gov/location/usa-il-elk-grove-village
January 01, 2023 - Village
National Center for Pediatric Practice-Based Research and Learning … Description
This project established the Center for Pediatric Practice-Based Research and Learning
-
digital.ahrq.gov/health-care-theme/adverse-events
January 01, 2023 - Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction … Description
This research will develop and validate machine learning enhanced predictive models … Drug Event Prediction
Description
This research will use artificial intelligence and machine learning … Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning
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digital.ahrq.gov/principal-investigator/carroll-aaron
January 01, 2023 - Name
Computer Automated Developmental Surveillance and Screening
Machine learning … Machine learning techniques for prediction of early childhood obesity. … Patient-tailored prioritization for a pediatric care decision support system through machine learning … Patient-tailored prioritization for a pediatric care decision support system through machine learning
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digital.ahrq.gov/funding-mechanism/policy-relevant-evaluations-inform-development-health-it-meaningful-use-objectives
January 01, 2023 - Learning from primary care meaningful use exemplars. … Learning from primary care meaningful use exemplars. J Am Board Fam Med 2015;28(3):360-70. … Principal Investigator
Ornstein, Steven
Project Name
Learning from Primary Care Meaningful … Principal Investigator
Ornstein, Steven
Project Name
Learning from Primary Care Meaningful
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digital.ahrq.gov/organization/rush-university-medical-center
January 01, 2023 - Rush University Medical Center
A Machine Learning Health System to Integrate … Hospitalized Patients
Description
This research will develop, train, test, and evaluate a machine learning
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digital.ahrq.gov/principal-investigator/sax-dana
January 01, 2023 - Dana
Improving Safety and Quality of Emergency Care Using Machine Learning-Based … Description
This research will design, implement, and evaluate an emergency department triage machine learning
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digital.ahrq.gov/organization/kaiser-foundation-hospitals
January 01, 2023 - Improving Safety and Quality of Emergency Care Using Machine Learning-Based … Description
This research will design, implement, and evaluate an emergency department triage machine learning
-
digital.ahrq.gov/sites/default/files/ahrq-dhr-2023-year-in-review-at-a-glance.pdf
January 01, 2023 - Investigator(s) Type
Improving Safety in Postoperative
Handoff Communication with
Telemedicine and Machine Learning … $1,996,227
Implementing a postoperative handoff interven-
tion augmented with telemedicine and machine
learning … McWilliams
Carolinas Medical Center
Completed
Using Machine Learning for Military
Service Members … Systems in
Advancing Care Delivery
Story Title Impact Statement Principal Investigator(s) Type
Machine Learning … Research Investment: $1,952,312
The use of an emergency department triage tool
informed by machine learning
-
digital.ahrq.gov/sites/default/files/docs/adult-depression-slides-06152022.pdf
June 15, 2022 - • Questions will be read aloud by the
moderator.
4
Learning Objectives
At the conclusion of this … Carolyn Turvey, PhD
carolyn-turvey@uiowa.edu
49
mailto:carolyn-turvey@uiowa.edu
Reinforcement Learning … Machine Learning
Supervised Machine
Learning
Unsupervised Machine
Learning
Reinforcement
learning … Reinforcement Learning messages
2. Random messages
3. … Intervention
Slide Number 64
Reinforcement Learning
Important Terms
The Reinforcement Learning Process
-
digital.ahrq.gov/program-overview/research-stories/optimizing-care-delivery-for-clinicians
January 01, 2023 - Improving Safety in Postoperative Handoff Communication with Telemedicine and Machine Learning Implementing … a postoperative handoff intervention augmented with telemedicine and machine learning technologies will … Using Machine Learning for Military Service Members and Veterans at Risk for Suicide The use of a risk-prediction … Visual Learning: Displaying the Data for Hypertension Management A clinical decision support tool helps
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digital.ahrq.gov/principal-investigator/avidan-michael
October 14, 2020 - Control Tower: Feedback Alerts to Supplement Treatment (ACTFAST)
Use of machine learning … Use of machine learning to develop and evaluate models using preoperative and intraoperative data to … Control Tower: Feedback Alerts to Supplement Treatment (ACTFAST)
Using machine learning … Using machine learning techniques to develop forecasting algorithms for postoperative complications:
-
digital.ahrq.gov/organization/medical-university-south-carolina
January 01, 2023 - Infrastructure to Create a Continuum of Services for COVID-19 Screening, Testing, and Treatment: A Learning … Rheingold, Alyssa Ann
Learning From Primary Care EHR Exemplars About Health IT … Name
Assessment of Pediatric Look-Alike, Sound-Alike Substitution Errors
Learning
-
digital.ahrq.gov/principal-investigator/crossdori
January 01, 2024 - Cross, Dori
Digital supervision in the clinical learning environment … Digital supervision in the clinical learning environment: Characterizing teamwork in the electronic health