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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...

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Autores principales: Takayama, Hiroshi, Takao, Toshitatsu, Masumura, Ryo, Yamaguchi, Yoshikazu, Yonezawa, Ryo, Sakaguchi, Hiroya, Morita, Yoshinori, Toyonaga, Takashi, Izumiyama, Kazutaka, Kodama, Yuzo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Japanese Society of Internal Medicine 2022
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.
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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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