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An overview of MetaMap: historical perspective and recent advances
AR Aronson, FM Lang - Journal of the American Medical …, 2010 - academic.oup.com
MetaMap is a widely available program providing access to the concepts in the unified
medical language system (UMLS) Metathesaurus from biomedical text. This study reports on …
medical language system (UMLS) Metathesaurus from biomedical text. This study reports on …
An advanced review on text mining in medicine
Health care professionals produce abundant textual information in their daily clinical
practice and this information is stored in many diverse sources and, generally, in textual …
practice and this information is stored in many diverse sources and, generally, in textual …
Semi-automated screening of biomedical citations for systematic reviews
Background Systematic reviews address a specific clinical question by unbiasedly
assessing and analyzing the pertinent literature. Citation screening is a time-consuming and …
assessing and analyzing the pertinent literature. Citation screening is a time-consuming and …
Medical subdomain classification of clinical notes using a machine learning-based natural language processing approach
Background The medical subdomain of a clinical note, such as cardiology or neurology, is
useful content-derived metadata for develo** machine learning downstream applications …
useful content-derived metadata for develo** machine learning downstream applications …
Convolutional neural networks for biomedical text classification: application in indexing biomedical articles
Building high accuracy text classifiers is an important task in biomedicine given the wealth of
information hidden in unstructured narratives such as research articles and clinical …
information hidden in unstructured narratives such as research articles and clinical …
MeSH Now: automatic MeSH indexing at PubMed scale via learning to rank
Y Mao, Z Lu - Journal of biomedical semantics, 2017 - Springer
Background MeSH indexing is the task of assigning relevant MeSH terms based on a
manual reading of scholarly publications by human indexers. The task is highly important for …
manual reading of scholarly publications by human indexers. The task is highly important for …
Towards automatic recognition of scientifically rigorous clinical research evidence
The growing numbers of topically relevant biomedical publications readily available due to
advances in document retrieval methods pose a challenge to clinicians practicing evidence …
advances in document retrieval methods pose a challenge to clinicians practicing evidence …
Optimizing feature representation for automated systematic review work prioritization
AM Cohen - AMIA annual symposium proceedings, 2008 - pmc.ncbi.nlm.nih.gov
Automated document classification can be a valuable tool for enhancing the efficiency of
creating and updating systematic reviews (SRs) for evidence-based medicine. One way …
creating and updating systematic reviews (SRs) for evidence-based medicine. One way …
[HTML][HTML] Symptom severity classification with gradient tree boosting
In this paper, we present our system as submitted in the CEGS N-GRID 2016 task 2 RDoC
classification competition. The task was to determine symptom severity (0–3) in a domain for …
classification competition. The task was to determine symptom severity (0–3) in a domain for …
[HTML][HTML] Benchmarking of multi-class algorithms for classifying documents related to stunting
R Kusumaningrum, TA Indihatmoko, SR Juwita… - Applied Sciences, 2020 - mdpi.com
Stunting is a condition in which children experience impaired growth and development,
caused by malnutrition, repeated infections, and inadequate psychosocial stimulation. It …
caused by malnutrition, repeated infections, and inadequate psychosocial stimulation. It …