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1. Machine Learning | Digital Healthcare Research
   digital.ahrq.gov/technology/machine-learning
   January 01, 2025 - Machine Learning Preliminary analysis of the impact of lab results on … Description This research uses large language models and machine learning to retrospectively … A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention … A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention … Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis

2. 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

3. 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.

4. Learning Health System | Digital Healthcare Research
   digital.ahrq.gov/health-care-theme/learning-health-system
   January 01, 2023 - Learning Health System Patient Intestinal Failure-ECHO Project (PIF-ECHO … An Age-Friendly Learning Healthcare System: A Transformative Digital Solution for Geriatrics Clinics … 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

5. 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
   March 31, 2025 - 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

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. 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.

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. 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 … /2028 Technology Artificial Intelligence Clinical Decision Support System Machine Learning … The current triage prediction model will be refined using machine learning algorithms trained on the … Leveraging the power of machine learning can improve triage While electronic health records (EHRs) do

10. 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 … Safety 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

11. 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

12. 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

13. 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

14. 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

15. 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

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 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

18. 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

19. 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

20. A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention Among Hospitalized Patients - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/machine-learning-health-system-integrate-care-substance-misuse-and-hiv-treatment-and-prevention/final-report
    January 01, 2023 - A Machine Learning Health System to Integrate Care for Substance Misuse and HIV Treatment and Prevention … 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 … Technology Artificial Intelligence Electronic Health Record/Electronic Medical Record Machine Learning