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PubMed
Facts (23)
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Bridging the Gap Between LLMs and Evolving Medical Knowledge arxiv.org Jun 29, 2025 4 facts
claimIn the AMG-RAG system, the Medical Knowledge Graph (MKG) created using PubMed data (PubMed-MKG) is more effective in enhancing system performance than the version created using Wikipedia data (Wiki-MKG), as demonstrated by ablation studies in Table 3.
claimAMG-RAG demonstrates superior performance in rapidly evolving subfields like Neurology and Genetics due to real-time PubMed integration during inference, combined with structured reasoning and knowledge graph grounding.
procedureThe AMG-RAG system constructs a Medical Knowledge Graph (MKG) dynamically for each question by integrating search items, contextual information, and relationships extracted from medical textbooks and search tools, specifically Wikipedia (Wiki-MKG) and PubMed (PubMed-MKG).
claimIn the AMG-RAG system, the PubMed-MKG (Medical Knowledge Graph created via PubMedSearch) consistently outperforms the Wiki-MKG (Medical Knowledge Graph created via WikiSearch) on the MEDQA benchmark, likely due to the domain-specific nature of PubMed content.
Early Digital Engagement Among Younger Children and the ... pediatrics.jmir.org Jul 3, 2025 3 facts
procedureThe systematic literature search conducted in phase 2 of the study involved searching academic databases including JMIR, Google Scholar, IEEE Xplore, Elsevier, and PubMed for journal papers, peer-reviewed articles, and official reports to identify insights into mitigating screen dependency in children younger than 3 years.
procedureThe researchers conducted a systematic search of academic databases including Google Scholar, PubMed, IEEE Xplore, and Elsevier, and searched for child screen monitoring apps in the Google Play Store and Apple App Store.
procedureResearchers utilized advanced search features such as MeSH terms in PubMed and targeted searches for 'Pediatrics', 'Parenting', 'mHealth', and 'uHealth' within JMIR to identify child- and parent-centered approaches involving mobile apps, information technologies, and engineering solutions.
Effects of psychedelics on neurogenesis and broader neuroplasticity link.springer.com Dec 19, 2024 2 facts
procedureThe literature search for the review was conducted in January 2023 using PubMed and ScienceDirect databases by combining the keywords "psychedelics" and "neurogenesis" with their respective MeSH terms.
measurementThe systematic review identified a total of 205 articles initially, with 75 from PubMed and 130 from Science Direct.
Global overview of dietary outcomes and dietary intake assessment ... link.springer.com Aug 21, 2021 2 facts
procedureThe study conducted a systematic review of dietary intake and assessment methods in maritime settings by searching PubMed, NLM Gateway (MEDLINE), Web of Science, and SCOPUS up to February 2020.
procedureThe systematic review utilized PubMed, NLM Gateway (for MEDLINE), Web of Science (ISI/WOS), and SCOPUS as the primary international electronic data sources for document retrieval.
Measuring Adherence to Sustainable Healthy Diets - R Discovery discovery.researcher.life Dec 26, 2022 2 facts
procedureThe systematic review of Sustainable Healthy Diet (SHD) interventions utilized the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA 2020) methodology to search Scopus, PubMed, and Web of Science.
procedureThe literature review on Sustainable Healthy Diets utilized the PECOS criteria and searched the MDPI, PubMed, Science Direct, and The Lancet Planetary Health databases for English-language articles published between 2010 and 2024.
Construction and Evaluation of an "AI+Knowledge Graph" Teaching ... researchsquare.com 2 facts
claimThe "AI+Knowledge Graph" teaching platform provides preparatory resources including navigation-based learning modules, instructor-recorded "Clinical Insights" videos, structured PowerPoint presentations, mind maps, and curated supplementary resources from PubMed, Medscape, and Osmosis.
claimThe 'AI+Knowledge Graph' teaching model integrates professional medical databases and teaching platforms, specifically PubMed, MedSci, Medscape, Osmosis, Jove, TeachMe Anatomy, and Radiopaedia, into its learning resource system.
Medical Hallucination in Foundation Models and Their ... medrxiv.org Mar 3, 2025 2 facts
procedureMemory Hallucination Tests (MHTs) include the following tasks: the Abstract-to-Link Test (generating a PubMed URL from an abstract), the PMID-to-Title Test (generating an article title from a PubMed ID), the Title-to-Link Test (generating a PubMed URL from an article title), and the Link-to-Title Test (generating an article title from a PubMed URL).
procedureAnnotators were authorized and encouraged to use external, authoritative medical resources, specifically UpToDate and PubMed, to inform their evaluations of language model outputs.
Short- and long-term health consequences of sleep disruption dovepress.com May 19, 2017 1 fact
procedureThe authors conducted a nonsystematic literature review of English-language publications in the PubMed database during March and April 2016, using search terms including 'caregiver AND sleep', 'insomnia', 'middle insomnia', 'restless leg[s] syndrome', 'sleep apnea', 'sleep continuity', 'sleep deprivation', 'sleep disorder', 'sleep disruption', 'sleep disturbance', and 'sleep fragmentation', which generated over 60,000 hits.
Vernonia amygdalina: a comprehensive review of the ... frontiersin.org 1 fact
procedureThe methodology for gathering data on Vernonia amygdalina involved an exhaustive online search of Google Scholar, PubMed, Science Direct, Wiley, Elsevier, and Sci-Hub using keywords such as nutritional composition, isolated phytochemicals, pharmacological activities, traditional uses, and methods of preparation.
A Scoping Review of Indicators for Sustainable Healthy Diets frontiersin.org Jan 12, 2022 1 fact
procedureThe literature search for the scoping review included English-language articles published in peer-reviewed journals between January 2010 and February 2020, using the databases PubMed, Science Direct, and Web of Science.
Business Model Innovation: a Framework for Assessing Corporate ... link.springer.com Apr 18, 2025 1 fact
referenceGusenbauer and Haddaway (2020) evaluated the retrieval qualities of Google Scholar, PubMed, and 26 other resources to determine their suitability for systematic reviews or meta-analyses in their paper 'Which academic search systems are suitable for systematic reviews or meta-analyses? Evaluating retrieval qualities of Google scholar, pubmed, and 26 other resources' published in Research Synthesis Methods.
a synthesis of dietary quality metrics and their validity for ... - PubMed pubmed.ncbi.nlm.nih.gov 1 fact
procedureThe authors conducted a systematic search of PubMed to identify meta-analyses or narrative reviews evaluating the validity of diet metrics in relation to nutrient adequacy or health outcomes.
a synthesis of dietary quality metrics and their validity for the double ... research.manchester.ac.uk 1 fact
measurementA systematic search of PubMed identified seven dietary metrics aiming to address maternal and child health (MCH) and 12 dietary metrics aiming to address non-communicable diseases (NCDs).