Learning Health Systems Using Data

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Learning health systems using data to drive healthcare …

(3 days ago) WEBThe wealth of currently available health data offers clear opportunities for health care improvement, however barriers to the capture, use and application of data are significant. The Learning Health System is emerging to take practice to data, data to …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7932903/

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Data to knowledge to improvement: creating the learning health …

(7 days ago) WEBA learning health system requires a culture that values curiosity, continuous learning, improvement, and innovation. 41 In the ImproveCareNow initiative, …

https://www.bmj.com/content/384/bmj-2023-076175

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[PDF] Learning health systems using data to drive healthcare

(5 days ago) WEBDOI: 10.1186/s12913-021-06215-8 Corpus ID: 232117538; Learning health systems using data to drive healthcare improvement and impact: a systematic review …

https://www.semanticscholar.org/paper/Learning-health-systems-using-data-to-drive-and-a-Enticott-Johnson/a01329edd9b3d5716d98b252509d24e2c330bf29

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Learning health systems using data to drive healthcare …

(3 days ago) WEBThe Learning Health System (LHS) has emerged as a model to overcome these barriers, yet there remains limited evidence of impact on delivery or outcomes of healthcare. …

https://bmchealthservres.biomedcentral.com/track/pdf/10.1186/s12913-021-06215-8.pdf

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Learning Health Systems: Concepts, Principles and Practice for …

(2 days ago) WEBThis chapter gives an introduction to the underlying concept, the guiding principles, and the practice of learning health systems (LHSs). They are understood as …

https://link.springer.com/chapter/10.1007/978-3-030-91237-6_12

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Learning health systems using data to drive - ProQuest

(7 days ago) WEBThe Learning Health System (LHS) has emerged as a model to overcome these barriers, yet there remains limited evidence of impact on delivery or outcomes of healthcare. …

https://www.proquest.com/docview/2502843783?pq-origsite=primo&sourcetype=Scholarly%20Journals

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Health Data Sharing to Support Better Outcomes - NCBI Bookshelf

(5 days ago) WEBThe effective use of data is foundational to the concept of a learning health system—one that leverages and shares data to learn from every patient experience, and feeds the …

https://www.ncbi.nlm.nih.gov/books/NBK594316/

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Learning health systems using data to drive healthcare …

(9 days ago) WEBT1 - Learning health systems using data to drive healthcare improvement and impact. T2 - a systematic review. AU - Enticott, Joanne. AU - Johnson, Alison. AU - Teede, Helena. …

https://research.monash.edu/en/publications/learning-health-systems-using-data-to-drive-healthcare-improvemen

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Full article: From digital health to learning health systems: four

(6 days ago) WEBHowever, little is known about different approaches to the use of data for digital health design, or about their possible relations to system-level dynamics. In this …

https://www.tandfonline.com/doi/full/10.1080/20476965.2023.2284712

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Conceptualizing learning health systems: A mapping review

(3 days ago) WEBThis mapping review used a 3‐step approach: composing the search strategy, selecting relevant studies, and data‐extraction and analysis. 2.1. Search strategy. The …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9835050/

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About Learning Health Systems - Agency for Healthcare Research …

(5 days ago) WEBBecoming a learning health system is an iterative journey characterized by strong leadership, effective use of data in the clinical setting, and both a culture and workforce …

https://www.ahrq.gov/learning-health-systems/about.html

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Learning health systems and evidence ecosystems: a perspective …

(3 days ago) WEBLearning health systems are models for health systems where people, technology and culture are aligned to enable cyclical, data-driven healthcare …

https://health-policy-systems.biomedcentral.com/articles/10.1186/s12961-023-01095-2

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Learning health systems in primary care: a systematic scoping …

(3 days ago) WEBBackground Learning health systems have been gaining traction over the past decade. The purpose of this study was to understand the spread of learning health …

https://bmcprimcare.biomedcentral.com/articles/10.1186/s12875-021-01483-z

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A practical roadmap to guide learning health systems

(Just Now) WEBMs. Allen’s co-authors on the paper, “A roadmap to operationalize and evaluate impact in a learning health system,” are KPWHRI’s Katie Coleman, Kayne …

https://www.kpwashingtonresearch.org/news-and-events/blog/2021/practical-roadmap-guide-learning-health-systems

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Implementation strategies and outcome measures for advancing …

(3 days ago) WEBLearning health systems strive to continuously integrate data and evidence into practice to improve patient outcomes and ensure value-based healthcare. …

https://health-policy-systems.biomedcentral.com/articles/10.1186/s12961-023-01071-w

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Simulation of a machine learning enabled learning health system …

(Just Now) WEBHigh-level diagram of data-centric and machine learning (ML) enabled learning health system (LHS) design for risk prediction. The ML model is first built with …

https://www.nature.com/articles/s41598-022-23011-4

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Learning Health Systems - Wiley Online Library

(8 days ago) WEBLearning Health Systems ( LHS) is an international, open access, peer-reviewed journal published in collaboration with the University of Michigan. With a goal of advancing the …

https://onlinelibrary.wiley.com/journal/23796146

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Leaders’ perspectives on learning health systems: a qualitative …

(8 days ago) WEBThere is a growing interest in how best to use evidence and health data to inform decision making in healthcare delivery [].Systems are required to ensure that the …

https://bmchealthservres.biomedcentral.com/articles/10.1186/s12913-020-05924-w

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Researchers develop machine learning models that could

(7 days ago) WEBA new study from UCLA Health researchers finds that the typical ways health systems store and track data on children receiving emergency care miss a …

https://www.uclahealth.org/news/release/researchers-develop-machine-learning-models-could-improve

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(PDF) Learning health systems using data to drive healthcare

(8 days ago) WEBdatabases, using learning health system, data hub, data-driven, ehealth, informatics, collaborations, partnerships, and. translation terms. English-language, peer …

https://www.researchgate.net/publication/349833362_Learning_health_systems_using_data_to_drive_healthcare_improvement_and_impact_a_systematic_review

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Randomised controlled trials evaluating artificial intelligence in

(3 days ago) WEBSystems using structured data such as electronic health records and waveform data, however, have used a mix of decision trees, neural networks, reinforcement learning, …

https://www.thelancet.com/journals/landig/article/PIIS2589-7500(24)00047-5/fulltext

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Top 12 ways artificial intelligence will impact healthcare

(3 days ago) WEBApril 23, 2024 - Data have become increasingly valuable across industries as technologies like the Internet and smartphones have become commonplace. These data can be used …

https://healthitanalytics.com/news/top-12-ways-artificial-intelligence-will-impact-healthcare

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Can Hospitals Create Better Digital Health Startups? AHA

(3 days ago) WEBThe startup incubation studio Aegis Ventures recently gained some important backers for its model to co-develop, invest in and deploy tech solutions that address …

https://www.aha.org/aha-center-health-innovation-market-scan/2024-04-23-can-hospitals-create-better-digital-health-startups

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We Need It All in Quality Improvement: Local Change, …

(4 days ago) WEBIn this issue of Pediatrics, 3 articles outline national QI collaboratives.Each initiative is supported by Value in Inpatient Pediatrics (VIP), an American Academy of …

https://publications.aap.org/pediatrics/article/doi/10.1542/peds.2024-065653/197164/We-Need-It-All-in-Quality-Improvement-Local-Change

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Development and validation of a new algorithm for improved

(Just Now) WEBQRISK algorithms use data from millions of people to help clinicians identify individuals at high risk of cardiovascular disease (CVD). Here, we derive and externally …

https://www.nature.com/articles/s41591-024-02905-y

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Learning How to Protect the Health System by Protecting the …

(8 days ago) WEBBurnout among US health care workers is an increasingly recognized problem. 1 General Social Survey data suggest that almost one-half of US health care …

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2818074

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Technology as a Tool for Improving Patient Safety PSNet

(5 days ago) WEBIn the past several decades, technological advances have opened new possibilities for improving patient safety. Using technology to digitize healthcare …

https://psnet.ahrq.gov/perspective/technology-tool-improving-patient-safety

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HHS shares its Plan for Promoting Responsible Use of Artificial

(6 days ago) WEBToday, the U.S. Department of Health and Human Services (HHS) publicly shared its plan for promoting responsible use of artificial intelligence (AI) in automated …

https://www.hhs.gov/about/news/2024/04/29/hhs-shares-plan-promoting-responsible-use-artificial-intelligence-automated-algorithmic-systems-state-local-tribal-territorial-governments-administration-public-benefits.html

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From digital health to learning health systems: four approaches to

(4 days ago) WEBHowever, little is known about different approaches to the use of data for digital health design, or about their possible relations to system-level dynamics. In this …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10791080/

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A satellite-based, near real-time, street-level resolution air

(Just Now) WEBGround station data were collected for both PM and NO 2 for three distinct continental areas: Europe, Asia, and North America. In Europe, data from the European …

https://link.springer.com/article/10.1007/s11869-024-01577-4

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Learning health systems, embedded research, and data standards

(3 days ago) WEBData standards will support these evaluations and are critical and dynamic component of learning health systems. Using one or more designated data standards …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7665565/

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Train a Simple Recommendation Engine using Azure Machine …

(2 days ago) WEBDive into the world of collaborative filtering and explore practical use cases. Whether you’re a beginner or an experienced data scientist, this article will equip you …

https://techcommunity.microsoft.com/t5/educator-developer-blog/train-a-simple-recommendation-engine-using-azure-machine/ba-p/4122230

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Hackers Broke Into Change Healthcare’s Systems Days Before …

(7 days ago) WEBThe hackers who attacked UnitedHealth Group’s Change Healthcare unit were in the company’s networks for more than a week before they launched a …

https://www.wsj.com/articles/change-healthcare-hackers-broke-in-nine-days-before-ransomware-attack-7119fdc6

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UnitedHealth: Compromised Citrix Credentials Behind Change …

(2 days ago) WEBThe testimony confirms a report last week from The Wall Street Journal, which indicated that the cybercrime group behind the attack initially gained access to …

https://www.crn.com/news/security/2024/unitedhealth-compromised-citrix-credentials-behind-change-healthcare-hack

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Learning health systems: A review of key topic areas and …

(3 days ago) WEBThe Learning Healthcare model developed by the Institute of Medicine (IoM; now the National Academy of Medicine) outlines the form and function of such dynamic …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8753300/

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