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Automated Bowel Sound Analysis: An Overview

Despite technological progress, we lack a consensus on the method of conducting automated bowel sound (BS) analysis and, consequently, BS tools have not become available to doctors. We aimed to briefly review the literature on BS recording and analysis, with an emphasis on the broad range of analyti...

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Autores principales: Nowak, Jan Krzysztof, Nowak, Robert, Radzikowski, Kacper, Grulkowski, Ireneusz, Walkowiak, Jaroslaw
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8400220/
https://www.ncbi.nlm.nih.gov/pubmed/34450735
http://dx.doi.org/10.3390/s21165294
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author Nowak, Jan Krzysztof
Nowak, Robert
Radzikowski, Kacper
Grulkowski, Ireneusz
Walkowiak, Jaroslaw
author_facet Nowak, Jan Krzysztof
Nowak, Robert
Radzikowski, Kacper
Grulkowski, Ireneusz
Walkowiak, Jaroslaw
author_sort Nowak, Jan Krzysztof
collection PubMed
description Despite technological progress, we lack a consensus on the method of conducting automated bowel sound (BS) analysis and, consequently, BS tools have not become available to doctors. We aimed to briefly review the literature on BS recording and analysis, with an emphasis on the broad range of analytical approaches. Scientific journals and conference materials were researched with a specific set of terms (Scopus, MEDLINE, IEEE) to find reports on BS. The research articles identified were analyzed in the context of main research directions at a number of centers globally. Automated BS analysis methods were already well developed by the early 2000s. Accuracy of 90% and higher had been achieved with various analytical approaches, including wavelet transformations, multi-layer perceptrons, independent component analysis and autoregressive-moving-average models. Clinical research on BS has exposed their important potential in the non-invasive diagnosis of irritable bowel syndrome, in surgery, and for the investigation of gastrointestinal motility. The most recent advances are linked to the application of artificial intelligence and the development of dedicated BS devices. BS research is technologically mature, but lacks uniform methodology, an international forum for discussion and an open platform for data exchange. A common ground is needed as a starting point. The next key development will be the release of freely available benchmark datasets with labels confirmed by human experts.
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spelling pubmed-84002202021-08-29 Automated Bowel Sound Analysis: An Overview Nowak, Jan Krzysztof Nowak, Robert Radzikowski, Kacper Grulkowski, Ireneusz Walkowiak, Jaroslaw Sensors (Basel) Review Despite technological progress, we lack a consensus on the method of conducting automated bowel sound (BS) analysis and, consequently, BS tools have not become available to doctors. We aimed to briefly review the literature on BS recording and analysis, with an emphasis on the broad range of analytical approaches. Scientific journals and conference materials were researched with a specific set of terms (Scopus, MEDLINE, IEEE) to find reports on BS. The research articles identified were analyzed in the context of main research directions at a number of centers globally. Automated BS analysis methods were already well developed by the early 2000s. Accuracy of 90% and higher had been achieved with various analytical approaches, including wavelet transformations, multi-layer perceptrons, independent component analysis and autoregressive-moving-average models. Clinical research on BS has exposed their important potential in the non-invasive diagnosis of irritable bowel syndrome, in surgery, and for the investigation of gastrointestinal motility. The most recent advances are linked to the application of artificial intelligence and the development of dedicated BS devices. BS research is technologically mature, but lacks uniform methodology, an international forum for discussion and an open platform for data exchange. A common ground is needed as a starting point. The next key development will be the release of freely available benchmark datasets with labels confirmed by human experts. MDPI 2021-08-05 /pmc/articles/PMC8400220/ /pubmed/34450735 http://dx.doi.org/10.3390/s21165294 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Nowak, Jan Krzysztof
Nowak, Robert
Radzikowski, Kacper
Grulkowski, Ireneusz
Walkowiak, Jaroslaw
Automated Bowel Sound Analysis: An Overview
title Automated Bowel Sound Analysis: An Overview
title_full Automated Bowel Sound Analysis: An Overview
title_fullStr Automated Bowel Sound Analysis: An Overview
title_full_unstemmed Automated Bowel Sound Analysis: An Overview
title_short Automated Bowel Sound Analysis: An Overview
title_sort automated bowel sound analysis: an overview
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8400220/
https://www.ncbi.nlm.nih.gov/pubmed/34450735
http://dx.doi.org/10.3390/s21165294
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