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Medical Dialogue Summarization for Automated Reporting in Healthcare
Healthcare providers generally spend excessive time on administrative tasks at the expense of direct patient care. The emergence of new artificial intelligence and natural language processing technologies gives rise to innovations that could relieve them of this burden. In this paper, we present a p...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7225507/ http://dx.doi.org/10.1007/978-3-030-49165-9_7 |
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author | Molenaar, Sabine Maas, Lientje Burriel, Verónica Dalpiaz, Fabiano Brinkkemper, Sjaak |
author_facet | Molenaar, Sabine Maas, Lientje Burriel, Verónica Dalpiaz, Fabiano Brinkkemper, Sjaak |
author_sort | Molenaar, Sabine |
collection | PubMed |
description | Healthcare providers generally spend excessive time on administrative tasks at the expense of direct patient care. The emergence of new artificial intelligence and natural language processing technologies gives rise to innovations that could relieve them of this burden. In this paper, we present a pipeline structure for building dialogue summarization systems. Our pipeline summarizes a consultation of a patient with a care provider and automatically generates a report compliant with medical formats. Four pipeline components are used to generate a report based on audio input. The outputs of each component are analyzed to determine the most important challenges and issues. The current proof-of-concept, which was applied to eight doctor-to-patient sessions concerning ear infection, shows that automatic dialogue summarization and reporting is achievable, but requires improvements to increase completeness. |
format | Online Article Text |
id | pubmed-7225507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-72255072020-05-15 Medical Dialogue Summarization for Automated Reporting in Healthcare Molenaar, Sabine Maas, Lientje Burriel, Verónica Dalpiaz, Fabiano Brinkkemper, Sjaak Advanced Information Systems Engineering Workshops Article Healthcare providers generally spend excessive time on administrative tasks at the expense of direct patient care. The emergence of new artificial intelligence and natural language processing technologies gives rise to innovations that could relieve them of this burden. In this paper, we present a pipeline structure for building dialogue summarization systems. Our pipeline summarizes a consultation of a patient with a care provider and automatically generates a report compliant with medical formats. Four pipeline components are used to generate a report based on audio input. The outputs of each component are analyzed to determine the most important challenges and issues. The current proof-of-concept, which was applied to eight doctor-to-patient sessions concerning ear infection, shows that automatic dialogue summarization and reporting is achievable, but requires improvements to increase completeness. 2020-04-29 /pmc/articles/PMC7225507/ http://dx.doi.org/10.1007/978-3-030-49165-9_7 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Molenaar, Sabine Maas, Lientje Burriel, Verónica Dalpiaz, Fabiano Brinkkemper, Sjaak Medical Dialogue Summarization for Automated Reporting in Healthcare |
title | Medical Dialogue Summarization for Automated Reporting in Healthcare |
title_full | Medical Dialogue Summarization for Automated Reporting in Healthcare |
title_fullStr | Medical Dialogue Summarization for Automated Reporting in Healthcare |
title_full_unstemmed | Medical Dialogue Summarization for Automated Reporting in Healthcare |
title_short | Medical Dialogue Summarization for Automated Reporting in Healthcare |
title_sort | medical dialogue summarization for automated reporting in healthcare |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7225507/ http://dx.doi.org/10.1007/978-3-030-49165-9_7 |
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