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  1. digital.ahrq.gov/sites/default/files/docs/citation/r01hs023785-lavallee-final-report-2021.pdf
    January 01, 2021 - As a result, this will remain a fluid space for learning. … Learning Health Systems. epub March 1, 2021; https://doi.org/10.1002/lrh2.10263. … Toward a science of learning systems: a research agenda for the high-functioning Learning Health System … The Learning Healthcare System: Workshop Summary. … A framework for value-creating learning health systems.
  2. digital.ahrq.gov/population/individuals-chronic-care-needs
    March 01, 2024 - Messaging Effectiveness of a digital health intervention leveraging reinforcement learning … Effectiveness of a Digital Health Intervention Leveraging Reinforcement Learning: Results From the Diabetes … Depression Self-Management Via Adaptive Mobile Messaging Automated, machine learning-based … Automated, machine learning-based alerts increase epilepsy surgery referrals: A randomized controlled
  3. digital.ahrq.gov/sites/default/files/docs/page/ahrq-dhr-2022-year-in-review-at-a-glance.pdf
    January 01, 2022 - Advancing Care Delivery Story Title Impact Statement Principal Investigator(s) Type A Machine Learning … Interpreters for Hospitalized Patients with Complex Care Needs Research Investment: $300,000 A machine learning … Stephanie Mueller Brigham and Women’s Hospital Emerging Use of Artificial Intelligence and Machine Learning … to Improve Care by Critical Care Pharmacists Research Investment: $2,156,598 Using machine learning … https://digital.ahrq.gov/program-overview/research-stories/use-artificial-intelligence-and-machine-learning-improve-care
  4. digital.ahrq.gov/health-it-tools-and-resources/health-it-costs-and-benefits-database/learning-e-patients
    May 15, 2004 - Learning from e-patients at Massachusetts General Hospital Authors:  Lester, J., Prady, S.,
  5. digital.ahrq.gov/principal-investigator/lavallee-danielle
    January 01, 2023 - Technology: Data, User Experience, and Workflow Requirements for PRO Dashboards A learning … A learning health system approach to integrating electronic patient-reported outcomes across the health … Learning Health System.
  6. digital.ahrq.gov/population/medically-underserved-populations
    January 01, 2023 - Medically Underserved Populations A Machine Learning Health System to … 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 … Identifying high need primary care patients using nursing knowledge and machine learning … CIC 2022: Identifying high need primary care patients using nursing knowledge and machine learning methods
  7. digital.ahrq.gov/ahrq-funded-projects/natural-language-processing-identify-and-rank-clinically-relevant-information
    January 01, 2023 - Technology Artificial Intelligence Electronic Health Record/Electronic Medical Record Machine Learning … Newer search tools using natural language processing (NLP) and machine learning can be developed to automatically … The results demonstrated that information retrieval methods using NLP and unsupervised machine learning … Journal Publication Research Method: Quantitative Technology: Artificial Intelligence , Machine Learning … Technology: Artificial Intelligence , Electronic Health Record/Electronic Medical Record , Machine Learning
  8. digital.ahrq.gov/ahrq-funded-projects/developing-evidence-based-user-centered-design-and-implementation-guidelines
    January 01, 2023 - - 07/31/2021 Technology Electronic Health Record/Electronic Medical Record Machine Learning … , Usability Assessment Technology: Electronic Health Record/Electronic Medical Record , Machine Learning … , Natural Language Processing System A machine learning approach to reclassifying miscellaneous … A machine learning approach to reclassifying miscellaneous patient safety event reports. … Using active learning to identify health Information technology related patient safety events.
  9. digital.ahrq.gov/health-care-theme/clinical-decision-making
    January 01, 2023 - Principal Investigator(s) Krupp, Anna Dunn Lopez, Karen An Age-Friendly Learning … Mitigate Emergency Department Overcrowding Problems Description This research will use deep learning … Ozaydin, Bunyamin 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
  10. digital.ahrq.gov/population/it-staff
    January 01, 2023 - Grant Number R13 HS028541 Principal Investigator(s) Agarwal, Ritu A learning … A learning health system approach to integrating electronic patient-reported outcomes across the health … Learning Health System. … Project Name Patient-Centered Outcomes Research Clinical Decision Support Learning Network
  11. digital.ahrq.gov/population/informaticist
    January 01, 2024 - Reconstruction Decision Support Tool in Diverse Practice Settings 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.
  12. digital.ahrq.gov/technology/mobile-phone-0
    January 01, 2024 - COACH) Effectiveness of a digital health intervention leveraging reinforcement learning … Effectiveness of a Digital Health Intervention Leveraging Reinforcement Learning: Results From the Diabetes … Location-Based Smartphone Alerts Within a System of Care Coordination Adaptive learning … Adaptive learning algorithms to optimize mobile applications for behavioral health: guidelines for design
  13. digital.ahrq.gov/document-type/conference-proceeding
    January 01, 2024 - of Operational Health Information Exchange Comparison of supervised machine learning … Comparison of supervised machine learning and probabilistic approaches for record linkage. … Patient Matching in Support of Operational Health Information Exchange Machine learning … Machine learning approaches to identify nicknames from a statewide Health Information Exchange.
  14. digital.ahrq.gov/ahrq-funded-projects/success-stories/building-foundation-health-information-exchange-improve-poison-control
    January 01, 2023 - Copyright Notice (2): The license to use "Beneficial Learning,"by simming, was purchased for AHRQ on … 4/1/14 through Envato Marketplaces at https://audiojungle.net/item/benificial-learning/7237722
  15. digital.ahrq.gov/organization/cincinnati-childrens-hospital-medical-center
    January 01, 2023 - About Epilepsy Surgery Patients Description This research prospectively evaluated a machine learning … Likely To Suffer Last-Minute Surgery Cancellation Description This research applied machine learning
  16. digital.ahrq.gov/principal-investigator/zhu-xi
    January 01, 2024 - Zhu, Xi Patient care in complex Sociotechnological ecosystems and learning … Patient care in complex Sociotechnological ecosystems and learning health systems.
  17. digital.ahrq.gov/2019-year-review/research-dissemination/disseminating-knowledge-and-research-findings-conferences/ahrq-funded-research-2019-amia-annual-research-symposium
    January 01, 2019 - Blumenfeld Patient-Centered Clinical Decision Support Learning Network Panel Presentation: Toward … Blumenfeld Patient-Centered Clinical Decision Support Learning Network Panel Presentation: Results … Blumenfeld Patient-Centered Clinical Decision Support Learning Network Poster Session: Promoting … PRO Dashboards Workshop - Instructional: Incorporating Patient Voice into Clinical Care to Advance Learning
  18. digital.ahrq.gov/principal-investigator/grannis-shaun
    January 01, 2023 - of Operational Health Information Exchange Comparison of supervised machine learning … Comparison of supervised machine learning and probabilistic approaches for record linkage. … Patient Matching in Support of Operational Health Information Exchange Machine learning … Machine learning approaches to identify nicknames from a statewide Health Information Exchange.
  19. digital.ahrq.gov/population/adults
    January 01, 2023 - Shared Decision Making with Patients with Osteoarthritis of the Knee A Machine Learning … 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 … An Age-Friendly Learning Healthcare System: A Transformative Digital Solution for Geriatrics Clinics
  20. digital.ahrq.gov/technology/predictive-modeling
    January 01, 2023 - Asthma Treatment Response Description This research is developing and evaluating a machine learning … HS029088 Principal Investigator(s) Owora, Arthur Hamie Applying machine learning … Applying machine learning in distributed data networks for pharmacoepidemiologic and pharmacovigilance … in the Emergency Department Description This study created, trained, and tested machine learning

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