Article

Deep learning facilitates rapid classification of human and veterinary clinical narratives

2018-10-04

Abstract excerpt

<h4>ABSTRACT</h4> <h4>Objective</h4> Currently, dedicated tagging staff spend considerable effort assigning clinical codes to patient summaries for public health purposes, and machine-learning automated tagging is bottlenecked by availability of electronic medical records. Veterinary medical records, a largely untapped data source that could benefit both human and non-human patients, could fill the gap. <h4>Mate...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 4f3bdb84-ed39-5c9f-b7c4-aecedd5da3cf
DOI: 10.1101/429720

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep learning facilitates rapid classification of human and veterinary clinical narrativesDOI 10.1101/429720Read

Robust Application of Supervised Machine Learning Techniques for Cause of Death Determination from Verbal AutopsiesSemantic proximity Read

Enhancing Cause of Death Prediction: Development and Validation of ML Models Using Multimodal Data Across Multiple Healthcare SitesSemantic proximity Read

Predicting Behavioral Determinants of Health from Clinical Text Using Transformer Models and BiLSTMSemantic proximity Read

Assessing the Impact of Pretraining Domain Relevance on Large Language Models Across Various Pathology Reporting TasksSemantic proximity Read

Low-cost algorithms for clinical notes phenotype classification to enhance epidemiological surveillance: A case study.Semantic proximity Read

Natural Language Processing for Clinical Laboratory Data Repository Systems: Implementation and Evaluation for Respiratory VirusesSemantic proximity Read

SBDH-Reader: an LLM-powered method for extracting social and behavioral determinants of health from clinical notesSemantic proximity Read

Comparison of Machine Learning Algorithms for the Prediction of Current Procedural Terminology (CPT) Codes from Pathology ReportsSemantic proximity Read

Automatic ICD coding using LLMs: a systematic reviewSemantic proximity Read

Exploring deep learning methods for recognizing rare diseases and their clinical manifestations from textsSemantic proximity Read

Comparing natural language processing representations of disease sequences for prediction in the electronic healthcare recordSemantic proximity Read

Deep Learning Models Can Predict Violence and Threats Against Healthcare Providers Using Clinical NotesSemantic proximity Read