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Red Flag/Blue Flag visualization of a common CNN for text classification

Red Flag/Blue Flag visualization of a common CNN for text classification

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9841396

Red Flag/Blue Flag visualization of a common CNN for text classification

About this item

Full title

Red Flag/Blue Flag visualization of a common CNN for text classification

Publisher

United States: Oxford University Press

Journal title

JAMIA open, 2023-04, Vol.6 (1), p.ooac112

Language

English

Formats

Publication information

Publisher

United States: Oxford University Press

More information

Scope and Contents

Contents

Abstract
A shallow convolutional neural network (CNN), TextCNN, has become nearly ubiquitous for classification among clinical and medical text. This research presents a novel eXplainable-AI (X-AI) software, Red Flag/Blue Flag (RFBF), designed for binary classification with TextCNN. RFBF visualizes each convolutional filter’s discriminative capa...

Alternative Titles

Full title

Red Flag/Blue Flag visualization of a common CNN for text classification

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9841396

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9841396

Other Identifiers

ISSN

2574-2531

E-ISSN

2574-2531

DOI

10.1093/jamiaopen/ooac112

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