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Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice
OBJECTIVE: Endoscopic reports are conventionally written at the end of each procedure, and the endoscopist must complete the report from memory. To make endoscopic reporting more efficient, we developed a new speech recognition (SR) system that generates highly accurate endoscopic reports based on s...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Japanese Society of Internal Medicine
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9908383/ https://www.ncbi.nlm.nih.gov/pubmed/35732450 http://dx.doi.org/10.2169/internalmedicine.9592-22 |
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author | Takayama, Hiroshi Takao, Toshitatsu Masumura, Ryo Yamaguchi, Yoshikazu Yonezawa, Ryo Sakaguchi, Hiroya Morita, Yoshinori Toyonaga, Takashi Izumiyama, Kazutaka Kodama, Yuzo |
author_facet | Takayama, Hiroshi Takao, Toshitatsu Masumura, Ryo Yamaguchi, Yoshikazu Yonezawa, Ryo Sakaguchi, Hiroya Morita, Yoshinori Toyonaga, Takashi Izumiyama, Kazutaka Kodama, Yuzo |
author_sort | Takayama, Hiroshi |
collection | PubMed |
description | OBJECTIVE: Endoscopic reports are conventionally written at the end of each procedure, and the endoscopist must complete the report from memory. To make endoscopic reporting more efficient, we developed a new speech recognition (SR) system that generates highly accurate endoscopic reports based on structured data entry. We conducted a pilot study to examine the performance of this SR system in an actual endoscopy setting with various types of background noise. METHODS: In this prospective observational pilot study, participants who underwent upper endoscopy with our SR system were included. The primary outcome was the correct recognition rate of the system. We compared the findings generated by the SR system with the findings in the handwritten report prepared by the endoscopist. The initial correct recognition rate, number of revisions, finding registration time, and endoscopy time were also analyzed. RESULTS: Upper endoscopy was performed in 34 patients, generating 128 findings of 22 disease names. The correct recognition rate was 100%, and the median number of revisions was 0. The median finding registration time was 2.57 [interquartile range (IQR), 2.33-2.92] seconds, and the median endoscopy time was 234 (IQR, 194-227) seconds. CONCLUSION: The SR system demonstrated high recognition accuracy in the clinical setting. The finding registration time was extremely short. |
format | Online Article Text |
id | pubmed-9908383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Japanese Society of Internal Medicine |
record_format | MEDLINE/PubMed |
spelling | pubmed-99083832023-02-14 Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice Takayama, Hiroshi Takao, Toshitatsu Masumura, Ryo Yamaguchi, Yoshikazu Yonezawa, Ryo Sakaguchi, Hiroya Morita, Yoshinori Toyonaga, Takashi Izumiyama, Kazutaka Kodama, Yuzo Intern Med Original Article OBJECTIVE: Endoscopic reports are conventionally written at the end of each procedure, and the endoscopist must complete the report from memory. To make endoscopic reporting more efficient, we developed a new speech recognition (SR) system that generates highly accurate endoscopic reports based on structured data entry. We conducted a pilot study to examine the performance of this SR system in an actual endoscopy setting with various types of background noise. METHODS: In this prospective observational pilot study, participants who underwent upper endoscopy with our SR system were included. The primary outcome was the correct recognition rate of the system. We compared the findings generated by the SR system with the findings in the handwritten report prepared by the endoscopist. The initial correct recognition rate, number of revisions, finding registration time, and endoscopy time were also analyzed. RESULTS: Upper endoscopy was performed in 34 patients, generating 128 findings of 22 disease names. The correct recognition rate was 100%, and the median number of revisions was 0. The median finding registration time was 2.57 [interquartile range (IQR), 2.33-2.92] seconds, and the median endoscopy time was 234 (IQR, 194-227) seconds. CONCLUSION: The SR system demonstrated high recognition accuracy in the clinical setting. The finding registration time was extremely short. The Japanese Society of Internal Medicine 2022-06-21 2023-01-15 /pmc/articles/PMC9908383/ /pubmed/35732450 http://dx.doi.org/10.2169/internalmedicine.9592-22 Text en Copyright © 2023 by The Japanese Society of Internal Medicine https://creativecommons.org/licenses/by-nc-nd/4.0/The Internal Medicine is an Open Access journal distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. To view the details of this license, please visit (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Article Takayama, Hiroshi Takao, Toshitatsu Masumura, Ryo Yamaguchi, Yoshikazu Yonezawa, Ryo Sakaguchi, Hiroya Morita, Yoshinori Toyonaga, Takashi Izumiyama, Kazutaka Kodama, Yuzo Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title | Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title_full | Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title_fullStr | Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title_full_unstemmed | Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title_short | Speech Recognition System Generates Highly Accurate Endoscopic Reports in Clinical Practice |
title_sort | speech recognition system generates highly accurate endoscopic reports in clinical practice |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9908383/ https://www.ncbi.nlm.nih.gov/pubmed/35732450 http://dx.doi.org/10.2169/internalmedicine.9592-22 |
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