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241. Substance Use Disorder | Digital Healthcare Research
     digital.ahrq.gov/medical-condition/substance-use-disorder
     March 01, 2024 - HS030202 Principal Investigator(s) Abraham, Olufunmilola 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

242. Rajamani, Sripriya | Digital Healthcare Research
     digital.ahrq.gov/principal-investigator/rajamani-sripriya
     January 01, 2024 - A model of academic-practice collaboration for facilitating informatics capacity and building a learning … A model of academic-practice collaboration for facilitating informatics capacity and building a learning

243. Research Themes and Findings | Digital Healthcare Research
     digital.ahrq.gov/program-overview/research-reports/2023-year-review/research-themes-and-findings
     January 01, 2023 - Safety Emerging Improving Safety in Postoperative Handoff Communication with Telemedicine and Machine Learning … to Assess Risk Emerging Using Machine Learning for Military Service Members and Veterans at Risk for … Kleinman’s and Jeffer’s Project Profile Using deep learning and predictive analytics, this research has … potential to improve morbidity and mortality from COVID-19 infection by identifying, through machine learning … Advancing Health Equity Emerging Machine Learning to Improve Patient Triage in the Emergency Department

244. Enhancing Patient Matching in Support of Operational Health Information Exchange | Digital Healthcare Research
     digital.ahrq.gov/ahrq-funded-projects/enhancing-patient-matching-support-operational-health-information-exchange
     April 29, 2023 - Technology: Health Information Exchange Population: Researcher Comparison of supervised machine learning … Comparison of supervised machine learning and probabilistic approaches for record linkage. … Algorithm , Quantitative Technology: Artificial Intelligence , Health Information Exchange , Machine Learning … Research Method: Algorithm , Quantitative Technology: Health Information Exchange Machine learning … Machine learning approaches to identify nicknames from a statewide Health Information Exchange.

245. Developing Design Principles to Integrate Patient-Reported Outcomes (PROs) Into Clinical Practice Through Health Information Technology: Data, User Experience, and Workflow Requirements for PRO Dashboards | Digital Healthcare Research
     digital.ahrq.gov/ahrq-funded-projects/developing-design-principles-integrate-patient-reported-outcomes-pros-clinical
     January 01, 2023 - The current research points to a need for continuous, structured approaches to organizational learning … 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. … Related Stories Understanding Hospitals’ Resilience and Reponse to the COVID-19 Pandemic Visual Learning

246. Emergency Department | Digital Healthcare Research
     digital.ahrq.gov/care-setting/emergency-department
     January 01, 2023 - 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

247. Using Innovative Digital Healthcare Solutions to Improve Quality at the Point of Care (R21/R33 - Clinical Trial Optional) | Digital Healthcare Research
     digital.ahrq.gov/funding-mechanism/using-innovative-digital-healthcare-solutions-improve-quality-point-care-r21r33
     January 01, 2023 - HS030158 Principal Investigator(s) McLaughlin, Kevin ML-ROVER: Machine Learning … Description The study will develop, validate, implement, and assess the usability of a machine learning … An Age-Friendly Learning Healthcare System: A Transformative Digital Solution for Geriatrics Clinics

248. Studying the Accuracy of Symptom-Checker App in Diagnosing Strokes in a Real-World Setting | Digital Healthcare Research
     digital.ahrq.gov/program-overview/research-stories/studying-accuracy-symptom-checker-app-diagnosing-strokes-real
     January 01, 2023 - Using machine learning may improve accuracy in assessing symptoms In addition, Dr. … will couple data from 2,300 patients who have presented with symptoms of stroke at the ED with machine learning … Care is Right for Them Connecting NICU Parents with Mental Health Support via a Mobile App Machine Learning

249. Informatics | Digital Healthcare Research
     digital.ahrq.gov/technology/informatics
     January 01, 2023 - Enabling open science for health research: collaborative informatics environment for learning … Enabling open science for health research: collaborative informatics environment for learning on health

250. Role of Health IT to Improve Medication Management | Digital Healthcare Research
     digital.ahrq.gov/national-webinars/role-health-it-improve-medication-management
     January 01, 2023 - Learning Objectives: At the conclusion of this webinar, participants should be able to: Explain the … benefits and challenges for using reinforcement learning-guided text messaging to impact medication

251. Improving Healthcare Processes and Outcomes by Directly Integrating Health Information Exchange Data in the Clinical Workflow | Digital Healthcare Research
     digital.ahrq.gov/ahrq-funded-projects/improving-healthcare-processes-and-outcomes-directly-integrating-health
     September 29, 2024 - 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.

252. Customizing Value-based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning Health Systems - Final Report (pdf file)
     digital.ahrq.gov/sites/default/files/docs/citation/r21hs026544-devine-final-report-2022.pdf
     January 01, 2022 - Customizing Value-based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning … Value-based Methods to Prioritize Implementation of Pharmacogenomic Clinical Decision Support for Learning … The learning healthcare system: workshop summary. … The Learning Healthcare Project The Learning Health Care Project [Internet]. [cited 2022 July 11]. … Implementing the learning health system: From concept to action.

253. Data for Individual Health (pdf file)
     digital.ahrq.gov/sites/default/files/docs/publication/2014-jason-data-for-individual-health.pdf
     January 01, 2014 - Such an infrastructure can also be leveraged to facilitate a Learning Health System. … Figure 2-2 and the desired Learning Health System as envisioned by the ONC. … However, integration of these two components is critical to a Learning Health System. … in a Learning Health System. … Their expertise should be continuously leveraged to enable learning in the Learning Health System.

254. Artificial Intelligence-Supported Patient-Centered Clinical Decision Support: A Summary of Considerations (pdf file)
     digital.ahrq.gov/sites/default/files/IAS%20Topic%20Highlight%20AI%20and%20PC%20CDS_508%20Compliant.pdf
     June 01, 2025 - predictive AI include rule-based systems, which use a set of rules to solve problems,7 or machine learning … For example, a machine learning tool can use voice technology to recognize fluctuations in a patient … For example, a machine learning tool can quickly analyze data from chest X-rays and patient vital signs … Machine Learning System. June 12, 2024. … Machine learning– based early warning systems for clinical deterioration: Systematic scoping review.

255. Promoting Use of an Integrated Personal Health Record for Prevention - Final Report (pdf file)
     digital.ahrq.gov/sites/default/files/docs/publication/r21hs018811-krist-final-report-2012.pdf
     January 01, 2012 - participated in the learning collaboratives. … General Learning Collaborative (LC) timeline and agenda Learning Collaborative Agenda LC #1: 4 months … Discussed the goals and role of the learning collaborative. … Learning Collaborative Transcripts. … All learning collaboratives were audiotaped and transcribed.

256. Children | Digital Healthcare Research
     digital.ahrq.gov/population/children
     January 01, 2025 - Project Name ML-ROVER: Machine Learning to Reduce Laboratory Test Overutilization … Machine-Learning Prediction Model for Personalized Urinary Tract Infection Care in Children Description … The study will develop and implement a validated machine learning model to optimize voiding cystourethrogram

257. Promoting Use of an Integrated Personal Health Record for Prevention - 2011 | Digital Healthcare Research
     digital.ahrq.gov/ahrq-funded-projects/promoting-use-integrated-personal-health-record-prevention/annual-summary/2011
     January 01, 2011 - develop guidance on how to integrate MyPreventiveCare into care delivery using practice champions, learning … Study staff is conducting key informant interviews and recording and analyzing learning collaboratives … (Ongoing) 2011 Activities: Four post-implementation learning collaboratives were held during this … Additionally, learning collaborative members asked that the project create a new user recruitment target

258. Kaiser Foundation Research Institute | Digital Healthcare Research
     digital.ahrq.gov/organization/kaiser-foundation-research-institute
     January 01, 2023 - Institute 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

259. AHRQ evidence-based Care Transformation Support (ACTS) | Digital Healthcare Research
     digital.ahrq.gov/acts
     January 01, 2023 - digital knowledge platforms from AHRQ and others that combine to form a knowledge ecosystem that fosters learning … ACTS Supports the Quintuple Aim ACTS Future Vision: A Knowledge Ecosystem that Supports Learning

260. Program Impact - Transforming Healthcare Through Digital Innovation | Digital Healthcare Research
     digital.ahrq.gov/program-overview/program-impact
     January 01, 2023 - Heart Attacks Improving Safety in Postoperative Handoff Communication with Telemedicine and Machine Learning … Access to Care with Telehealth Physiatry Visits for Children with Special Healthcare Needs Machine Learning