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1. Learning from primary care meaningful use exemplars. | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/learning-primary-care-meaningful-use-exemplars/citation/learning-primary-care
   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. … www.ncbi.nlm.nih.gov/pubmed/25957369 Principal Investigator Ornstein, Steven Project Name Learning

2. Machine Learning | Digital Healthcare Research
   digital.ahrq.gov/technology/machine-learning
   January 01, 2024 - Machine Learning A Machine Learning Health System to Integrate Care … A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention … Project Name A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment … Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis … Effectiveness of a Digital Health Intervention Leveraging Reinforcement Learning: Results From the Diabetes

3. Medical knowledge dissemination (learning) (ppt file)
   digital.ahrq.gov/sites/default/files/docs/page/2005_AHRQ%20Final%20Steele.ppt
   January 01, 2005 - Medical knowledge dissemination (learning) CPOE in Critical Care Andy Steele, MD, MPH (Director, Medical

4. Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/machine-learning-validation-medication-regimen-complexity-critical-care
   January 01, 2024 - Machine Learning Validation of Medication Regimen Complexity for Critical Care Pharmacist Resource Prediction … 31/2025 Technology Artificial Intelligence Dashboard Data Visualization Machine Learning … This research will develop and validate machine learning (ML) enhanced predictive models that improve … Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload … Machine learning based prediction of prolonged duration of mechanical ventilation incorporating

5. The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional learning health system. | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/improving-healthcare-processes-and-outcomes-directly-integrating-health/citation/indiana
   January 01, 2023 - The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional … learning health system. … The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional … learning health system.

6. Patient-Centered Outcomes Research Clinical Decision Support Learning Network | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/patient-centered-outcomes-research-clinical-decision-support-learning-network
   January 01, 2023 - Patient-Centered Outcomes Research Clinical Decision Support Learning Network Project … Clinical Decision Support Learning Network (PCCDS-LN or “the Learning Network”), was created as a multistakeholder … convening, implementing, and initiating operation of a multistakeholder CDS learning network. … In 2018 and 2019, the Learning Network sharpened the ability to demonstrate an impact on practice. … Patient-Centered Outcomes Research Clinical Decision Support Learning Network - Final Report.

7. Improving Safety and Quality of Emergency Care Using Machine Learning-Based Clinical Decision Support at Triage | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/improving-safety-and-quality-emergency-care-using-machine-learning-based
   September 30, 2023 - Improving Safety and Quality of Emergency Care Using Machine Learning-Based Clinical Decision Support … Research Story The use of an emergency department triage tool informed by machine learning … The current triage prediction model will be refined using machine learning algorithms trained on the … Machine Learning to Improve Patient Triage in the Emergency Department Theme: Supporting … Leveraging the power of machine learning can improve triage While electronic health records (EHRs) do

8. A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention Among Hospitalized Patients | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/machine-learning-health-system-integrate-care-substance-misuse-and-hiv-treatment-and-prevention
   August 31, 2024 - A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention … Dates 09/01/2021 - 08/31/2024 Technology Clinical Decision Support System Machine Learning … The use of clinical decision support (CDS) tools informed by supervised machine learning (ML) has the … Supervised ML uses data for training that is already tagged with correct answers, equivalent to learning … A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention

9. National Center for Pediatric Practice-Based Research and Learning | Digital Healthcare Research
   digital.ahrq.gov/ahrq-funded-projects/national-center-pediatric-practice-based-research-and-learning
   January 01, 2023 - National Center for Pediatric Practice-Based Research and Learning Project Final … HS021645 Funding Mechanism(s) Research Centers in Primary Care Practice Based Research and Learning … The overarching goal of the C-PRL was to improve the delivery of and learning from pediatric primary … National Center for Pediatric Practice Based Research and Learning - 2012 × Disclaimer … National Center for Pediatric Practice Based Research and Learning - Final Report.

10. Building and maintaining trust in clinical decision support: Recommendations from the Patient‐Centered CDS Learning Network. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/patient-centered-outcomes-research-clinical-decision-support-learning-network/citation/building
    January 01, 2023 - Building and maintaining trust in clinical decision support: Recommendations from the Patient‐Centered CDS Learning … Building and maintaining trust in clinical decision support: Recommendations from the Patient‐Centered CDS Learning … Learning Health Systems. 2019. doi: 10.1002/lrh2.10208 Link https://onlinelibrary.wiley.com/doi … Project Name Patient-Centered Outcomes Research Clinical Decision Support Learning Network

11. Improving Safety in Postoperative Handoff Communication with Telemedicine and Machine Learning | Digital Healthcare Research
    digital.ahrq.gov/program-overview/research-stories/improving-safety-postoperative-handoff-communication-telemedicine
    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 … Using telemedicine and machine learning may improve postoperative handoff safety With an extensive background … By harnessing state of-the-art machine learning and telemedicine innovations, I am confident that our … to Improve Patient Triage in the Emergency Department Using Machine Learning for Military Service

12. Learning Health System | Digital Healthcare Research
    digital.ahrq.gov/health-care-theme/learning-health-system
    January 01, 2023 - Learning Health System An Age-Friendly Learning Healthcare System: A … Kawamoto, Kensaku A Machine Learning Health System to Integrate Care for Substance … Hospitalized Patients Description This research will develop, train, test, and evaluate a machine learning … Infrastructure to Create a Continuum of Services for COVID-19 Screening, Testing, and Treatment: A Learning … Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning

13. Learning from Primary Care Meaningful Use Exemplars - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/learning-primary-care-meaningful-use-exemplars/final-report
    January 01, 2023 - Learning from Primary Care Meaningful Use Exemplars - Final Report Citation Ornstein … Learning from Primary Care Meaningful Use Exemplars - Final Report. … PDF Learning from Primary Care Meaningful Use Exemplars - Final Report The findings … Project Name Learning from Primary Care Meaningful Use Exemplars Technology Electronic

14. Research Centers in Primary Care Practice Based Research and Learning - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/research-centers-primary-care-practice-based-research-and-learning/final-report
    January 01, 2023 - Research Centers in Primary Care Practice Based Research and Learning - Final Report … Research Centers in Primary Care Practice Based Research and Learning - Final Report. … PDF Research Centers in Primary Care Practice Based Research and Learning - Final Report … Ornstein, Steven Project Name Research Centers in Primary Care Practice-Based Research and Learning

15. Use of Artificial Intelligence and Machine Learning to Improve Care by Critical Care Pharmacists | Digital Healthcare Research
    digital.ahrq.gov/program-overview/research-stories/use-artificial-intelligence-and-machine-learning-improve-care
    January 01, 2023 - Use of Artificial Intelligence and Machine Learning to Improve Care by Critical Care Pharmacists … Delivery Subtheme: Using Digital Healthcare Tools to Improve Patient Safety Using machine learning … Sikora and her team at the University of Georgia are using artificial intelligence and machine learning … Using machine learning to predict when pharmacists are needed for critical care In the second research … study, the team plans to develop and validate machine learning predictive models to optimize the workflow

16. Enhancing an EMR-Based Real-Time Sepsis Alert System Performance Through Machine Learning - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/enhancing-emr-based-real-time-sepsis-alert-system-performance-through-machine/final-report
    January 01, 2023 - Enhancing an EMR-Based Real-Time Sepsis Alert System Performance Through Machine Learning - Final Report … Enhancing an EMR-Based Real-Time Sepsis Alert System Performance Through Machine Learning - Final Report … Project Name Enhancing an EMR-Based Real-Time Sepsis Alert System Performance Through Machine Learning … Technology Artificial Intelligence Clinical Decision Support System Machine Learning

17. Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/machine-learning-validation-medication-regimen-complexity-critical-care/citation/machine
    January 01, 2023 - Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication … Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication … pubmed.ncbi.nlm.nih.gov/37790491/ Principal Investigator Sikora, Andrea Project Name Machine Learning … Regimen Complexity for Critical Care Pharmacist Resource Prediction Technology Machine Learning

18. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/machine-learning-validation-medication-regimen-complexity-critical-care/citation/unsupervised
    January 01, 2023 - Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload … Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload … pubmed.ncbi.nlm.nih.gov/38562806/ Principal Investigator Sikora, Andrea Project Name Machine Learning … Regimen Complexity for Critical Care Pharmacist Resource Prediction Technology Machine Learning

19. Cluster analysis driven by unsupervised latent feature learning of medications to identify novel pharmacophenotypes of critically ill patients. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/machine-learning-validation-medication-regimen-complexity-critical-care/citation/cluster
    January 01, 2023 - Cluster analysis driven by unsupervised latent feature learning of medications to identify novel pharmacophenotypes … Cluster analysis driven by unsupervised latent feature learning of medications to identify novel pharmacophenotypes … pubmed.ncbi.nlm.nih.gov/37730817/ Principal Investigator Sikora, Andrea Project Name Machine Learning … Critical Care Pharmacist Resource Prediction Technology Artificial Intelligence Machine Learning

20. Machine Learning to Improve Patient Triage in the Emergency Department | Digital Healthcare Research
    digital.ahrq.gov/program-overview/research-stories/machine-learning-improve-patient-triage-emergency-department
    January 01, 2023 - Machine Learning to Improve Patient Triage in the Emergency Department Theme: Supporting … Advancing Health Equity The use of an emergency department triage tool informed by machine learning … Leveraging the power of machine learning can improve triage While electronic health records (EHRs) do … evaluate an ED triage clinical decision support (CDS) tool integrated into the EHR that uses machine learning … Heart Attacks Improving Safety in Postoperative Handoff Communication with Telemedicine and Machine Learning