AIMC Topic: PubMed

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NEREL-BIO: a dataset of biomedical abstracts annotated with nested named entities.

Bioinformatics (Oxford, England) Apr 3, 2023
MOTIVATION: This article describes NEREL-BIO-an annotation scheme and corpus of PubMed abstracts in Russian and smaller number of abstracts in English. NEREL-BIO extends the general domain dataset NEREL by introducing domain-specific entity types. NE...
PubMed Semantics Natural Language Processing Language
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On the effectiveness of compact biomedical transformers.

Bioinformatics (Oxford, England) Mar 1, 2023
MOTIVATION: Language models pre-trained on biomedical corpora, such as BioBERT, have recently shown promising results on downstream biomedical tasks. Many existing pre-trained models, on the other hand, are resource-intensive and computationally heav...
PubMed Datasets as Topic Natural Language Processing
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Artificial intelligence and health inequities in primary care: a systematic scoping review and framework.

Family medicine and community health Nov 1, 2022
OBJECTIVE: Artificial intelligence (AI) will have a significant impact on healthcare over the coming decade. At the same time, health inequity remains one of the biggest challenges. Primary care is both a driver and a mitigator of health inequities a...
PubMed Primary Health Care Gray Literature Health Inequities Humans Artificial Intelligence
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A survey of automated methods for biomedical text simplification.

Journal of the American Medical Informatics Association : JAMIA Oct 7, 2022
OBJECTIVE: Plain language in medicine has long been advocated as a way to improve patient understanding and engagement. As the field of Natural Language Processing has progressed, increasingly sophisticated methods have been explored for the automati...
Humans PubMed Semantics Natural Language Processing Language Unified Medical Language System
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Chemical identification and indexing in PubMed full-text articles using deep learning and heuristics.

Database : the journal of biological databases and curation Jul 1, 2022
The identification of chemicals in articles has attracted a large interest in the biomedical scientific community, given its importance in drug development research. Most of previous research have focused on PubMed abstracts, and further investigatio...
Heuristics PubMed Neural Networks, Computer Deep Learning Databases, Factual
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Artificial Intelligence Solutions to Detect Fraud in Healthcare Settings: A Scoping Review.

Studies in health technology and informatics Jun 29, 2022
Over the past decade, Artificial Intelligence (AI) technologies have quickly become implemented in protecting data, including detecting fraud in healthcare organizations. This scoping review aims to explore AI solutions utilized in fraud detection oc...
PubMed Fraud Health Facilities Delivery of Health Care Artificial Intelligence
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Named Entity Recognition in Pubmed Abstracts for Pharmacovigilance Using Deep Learning.

Studies in health technology and informatics May 25, 2022
Methods of natural language processing associated with machine learning or deep learning can support detection of adverse drug reactions in abstracts of case reports available on Pubmed. In 2012, Gurulingappa et al. proposed a training set for the re...
Machine Learning Deep Learning Pharmacovigilance PubMed Natural Language Processing
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Performance of Machine Learning Methods to Classify French Medical Publications.

Studies in health technology and informatics May 25, 2022
Many medical narratives are read by care professionals in their preferred language. These documents can be produced by organizations, authorities or national publishers. However, they are often hardly findable using the usual query engines based on E...
PubMed Language Natural Language Processing Neural Networks, Computer Machine Learning
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REDIRECT: Mapping Drug Prescriptions and Evidence from Biomedical Literature.

Studies in health technology and informatics May 25, 2022
To enhance their practice, healthcare professionals need to cross-link various usage recommendations provided by heterogeneous vocabularies that must be retrieved and integrated conjointly. This is the aim of the Knowledge Warehouse / K-Ware platform...
Humans Knowledge Bases PubMed Semantic Web Vocabulary, Controlled Semantics Drug Prescriptions Biological Ontologies
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A web-based tool for automatically linking clinical trials to their publications.

Journal of the American Medical Informatics Association : JAMIA Apr 13, 2022
OBJECTIVE: Evidence synthesis teams, physicians, policy makers, and patients and their families all have an interest in following the outcomes of clinical trials and would benefit from being able to evaluate both the results posted in trial registrie...
Clinical Trials as Topic Internet Humans Registries Research Report Machine Learning PubMed
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