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21. Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/enhanced-handoffs-echo/citation/machine
    January 01, 2024 - Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis … Machine learning-augmented interventions in perioperative care: A systematic review and meta-analysis … Abraham, Joanna Project Name EnhanCed HandOffs (ECHO) Technology Machine Learning

22. Machine learning approaches to identify nicknames from a statewide Health Information Exchange. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/enhancing-patient-matching-support-operational-health-information-exchange/citation/machine
    January 01, 2023 - Machine learning approaches to identify nicknames from a statewide Health Information Exchange. … Machine learning approaches to identify nicknames from a statewide Health Information Exchange. … Information Exchange Technology Artificial Intelligence Health Information Exchange Machine Learning

23. Using machine learning techniques to develop forecasting algorithms for postoperative complications: protocol for a retrospective study. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/anesthesiology-control-tower-feedback-alerts-supplement-treatment-actfast/citation/machine
    January 01, 2023 - Using machine learning techniques to develop forecasting algorithms for postoperative complications: … Using machine learning techniques to develop forecasting algorithms for postoperative complications: … Anesthesiology Control Tower: Feedback Alerts to Supplement Treatment (ACTFAST) Technology Machine Learning

24. Comparison of supervised machine learning and probabilistic approaches for record linkage. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/enhancing-patient-matching-support-operational-health-information-exchange/citation/comparison
    January 01, 2023 - Comparison of supervised machine learning and probabilistic approaches for record linkage. … Comparison of supervised machine learning and probabilistic approaches for record linkage. … Information Exchange Technology Artificial Intelligence Health Information Exchange Machine Learning

25. Using active learning to identify health Information technology related patient safety events. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/developing-evidence-based-user-centered-design-and-implementation-guidelines/citation/using
    January 01, 2023 - Using active learning to identify health Information technology related patient safety events. … Using active learning to identify health Information technology related patient safety events. … Implementation Guidelines to Improve Health Information Technology Usability Technology Machine Learning

26. A machine learning approach to reclassifying miscellaneous patient safety event reports. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/developing-evidence-based-user-centered-design-and-implementation-guidelines/citation/machine
    January 01, 2023 - A machine learning approach to reclassifying miscellaneous patient safety event reports. … A machine learning approach to reclassifying miscellaneous patient safety event reports. … Guidelines to Improve Health Information Technology Usability Technology Dashboard Machine Learning

27. A learning health system approach to integrating electronic patient-reported outcomes across the health care organization. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/developing-design-principles-integrate-patient-reported-outcomes-pros-clinical/citation/learning
    January 01, 2023 - A learning health system approach to integrating electronic patient-reported outcomes across the health … A learning health system approach to integrating electronic patient-reported outcomes across the health … Learning Health System.

28. 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

29. National Center for Pediatric Practice Based Research and Learning - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/national-center-pediatric-practice-based-research-and-learning/final-report
    January 01, 2023 - National Center for Pediatric Practice Based Research and Learning - Final Report Citation … National Center for Pediatric Practice Based Research and Learning - Final Report. … Fiks, Alexander Project Name National Center for Pediatric Practice-Based Research and Learning

30. Learning From Primary Care EHR Exemplars About Health IT Safety - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/learning-primary-care-ehr-exemplars-about-health-it-safety/final-report
    January 01, 2023 - Learning From Primary Care EHR Exemplars About Health IT Safety - Final Report Citation … Learning From Primary Care EHR Exemplars About Health IT Safety - Final Report. … Principal Investigator Ornstein, Steven Project Name Learning From Primary Care EHR Exemplars

31. Patient-Centered Outcomes Research Clinical Decision Support Learning Network - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/patient-centered-outcomes-research-clinical-decision-support-learning-network/final-report
    January 01, 2023 - Patient-Centered Outcomes Research Clinical Decision Support Learning Network - Final Report … Patient-Centered Outcomes Research Clinical Decision Support Learning Network - Final Report. … Project Name Patient-Centered Outcomes Research Clinical Decision Support Learning Network

32. Classification of diabetic retinopathy images using multi-class multiple-instance learning based on color correlogram features. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/exploring-clinically-relevant-image-retrieval-diabetic-retinopathy-diagnosis/citation/classification
    January 01, 2023 - Classification of diabetic retinopathy images using multi-class multiple-instance learning based on color … Classification of diabetic retinopathy images using multi-class multiple-instance learning based on color … Image Retrieval for Diabetic Retinopathy Diagnosis Technology Imaging System Machine Learning

33. Machine learning based prediction of prolonged duration of mechanical ventilation incorporating medication data. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/artificial-intelligence-based-health-it-tools-optimize-critical-care/citation/learning
    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 … Critical Care Pharmacist Resources Through Adverse Drug Event Prediction Technology Machine Learning

34. Effectiveness of a digital health intervention leveraging reinforcement learning: Results from the Diabetes and Mental Health Adaptive Notification Tracking and Evaluation (DIAMANTE) randomized clinical trial. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/improving-diabetes-and-depression-self-management-adaptive-mobile-messaging/citation/effectiveness
    January 01, 2024 - Effectiveness of a digital health intervention leveraging reinforcement learning: Results from the Diabetes … Effectiveness of a Digital Health Intervention Leveraging Reinforcement Learning: Results From the Diabetes … Self-Management Via Adaptive Mobile Messaging Technology Artificial Intelligence Machine Learning

35. Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning Health Systems - Final Report | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/customizing-value-based-methods-prioritize-implementation-pharmacogenomic/final-report
    January 01, 2023 - Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning … Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning … Customizing Value-Based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning

36. Predicting self-intercepted medication ordering errors using machine learning. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/etiology-medication-ordering-errors-computerized-provider-order-entry-systems/citation/predicting
    January 01, 2023 - Predicting self-intercepted medication ordering errors using machine learning. … Predicting self-intercepted medication ordering errors using machine learning. … Technology Artificial Intelligence Computerized Provider Order Entry System Machine Learning

37. Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance studies: Opportunities, challenges, and considerations. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/improving-missing-data-analysis-distributed-research-networks/citation/applying
    January 01, 2023 - Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance … Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance … Improving Missing Data Analysis in Distributed Research Networks Technology Machine Learning

38. Unsupervised machine learning analysis to identify patterns of ICU medication use for fluid overload prediction. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/artificial-intelligence-based-health-it-tools-optimize-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 … Critical Care Pharmacist Resources Through Adverse Drug Event Prediction Technology Machine Learning

39. Machine-learning-based electronic triage more accurately differentiates patients with respect to clinical outcomes compared with the emergency severity index. | Digital Healthcare Research
    digital.ahrq.gov/ahrq-funded-projects/hopscore-electronic-outcomes-based-emergency-triage-system/citation/machine-learning
    January 01, 2023 - Machine-learning-based electronic triage more accurately differentiates patients with respect to clinical … Machine-learning-based electronic triage more accurately differentiates patients with respect to clinical … Name HopScore: An Electronic Outcomes-Based Emergency Triage System Technology Machine Learning

40. A Machine Learning Algorithm to Improve the Use of Interpreters for Hospitalized Patients with Complex Care Needs | Digital Healthcare Research
    digital.ahrq.gov/program-overview/research-stories/machine-learning-algorithm-improve-use-interpreters-hospitalized
    January 01, 2023 - A Machine Learning Algorithm to Improve the Use of Interpreters for Hospitalized Patients with Complex … Delivery Subtheme: Improving Equity in Healthcare with Digital Healthcare Solutions A machine learning … The team is developing machine learning algorithms to reliably identify NELP patients with complex care … Use of machine learning algorithms will improve appropriateness and timeliness of using interpreters … Research Program: 2022 Year in Review Related Stories Use of Artificial Intelligence and Machine Learning