AIMC Topic: Subject Headings

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Machine learning algorithms to identify cluster randomized trials from MEDLINE and EMBASE.

Systematic reviews Oct 25, 2022
BACKGROUND: Cluster randomized trials (CRTs) are becoming an increasingly important design. However, authors of CRTs do not always adhere to requirements to explicitly identify the design as cluster randomized in titles and abstracts, making retrieva...
Humans Machine Learning Algorithms Support Vector Machine Randomized Controlled Trials as Topic Subject Headings MEDLINE
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Transfer Learning from BERT to Support Insertion of New Concepts into SNOMED CT.

AMIA ... Annual Symposium proceedings. AMIA Symposium Mar 4, 2020
With advances in Machine Learning (ML), neural network-based methods, such as Convolutional/Recurrent Neural Networks, have been proposed to assist terminology curators in the development and maintenance of terminologies. Bidirectional Encoder Repres...
Neural Networks, Computer Machine Learning Natural Language Processing Subject Headings Systematized Nomenclature of Medicine
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Measuring the effect of different types of unsupervised word representations on Medical Named Entity Recognition.

International journal of medical informatics Jun 5, 2019
BACKGROUND: This work deals with Natural Language Processing applied to the clinical domain. Specifically, the work deals with a Medical Entity Recognition (MER) on Electronic Health Records (EHRs). Developing a MER system entailed heavy data preproc...
Neural Networks, Computer Algorithms Electronic Health Records Natural Language Processing Semantics Subject Headings
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Machine learning for identifying Randomized Controlled Trials: An evaluation and practitioner's guide.

Research synthesis methods Feb 7, 2018
Machine learning (ML) algorithms have proven highly accurate for identifying Randomized Controlled Trials (RCTs) but are not used much in practice, in part because the best way to make use of the technology in a typical workflow is unclear. In this w...
Humans Machine Learning Algorithms Reproducibility of Results Sensitivity and Specificity ROC Curve Support Vector Machine Randomized Controlled Trials as Topic Registries Review Literature as Topic Information Storage and Retrieval Subject Headings Evidence-Based Medicine Search Engine Databases, Bibliographic
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Supporting the use of standardized nursing terminologies with automatic subject heading prediction: a comparison of sentence-level text classification methods.

Journal of the American Medical Informatics Association : JAMIA Jan 1, 2020
OBJECTIVE: This study focuses on the task of automatically assigning standardized (topical) subject headings to free-text sentences in clinical nursing notes. The underlying motivation is to support nurses when they document patient care by developin...
Electronic Health Records Natural Language Processing Subject Headings Abstracting and Indexing Finland Nursing Records Standardized Nursing Terminology
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