耳科中的机器学习应用

IF 1.6 4区 医学 Q2 OTORHINOLARYNGOLOGY Auris Nasus Larynx Pub Date : 2024-05-04 DOI:10.1016/j.anl.2024.04.003
Hajime Koyama
{"title":"耳科中的机器学习应用","authors":"Hajime Koyama","doi":"10.1016/j.anl.2024.04.003","DOIUrl":null,"url":null,"abstract":"<div><p>This review presents a comprehensive history of Artificial Intelligence (AI) in the context of the revolutionary application of machine learning (ML) to medical research and clinical utilization, particularly for the benefit of researchers interested in the application of ML in otology. To this end, we discuss the key components of ML—input, output, and algorithms. In particular, some representation algorithms commonly used in medical research are discussed. Subsequently, we review ML applications in otology research, including diagnosis, influential identification, and surgical outcome prediction. In the context of surgical outcome prediction, specific surgical treatments, including cochlear implantation, active middle ear implantation, tympanoplasty, and vestibular schwannoma resection, are considered. Finally, we highlight the obstacles and challenges that need to be overcome in future research.</p></div>","PeriodicalId":55627,"journal":{"name":"Auris Nasus Larynx","volume":"51 4","pages":"Pages 666-673"},"PeriodicalIF":1.6000,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0385814624000439/pdfft?md5=e9d7bd6a2bbd9a564cd90e05c1671a09&pid=1-s2.0-S0385814624000439-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Machine learning application in otology\",\"authors\":\"Hajime Koyama\",\"doi\":\"10.1016/j.anl.2024.04.003\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This review presents a comprehensive history of Artificial Intelligence (AI) in the context of the revolutionary application of machine learning (ML) to medical research and clinical utilization, particularly for the benefit of researchers interested in the application of ML in otology. To this end, we discuss the key components of ML—input, output, and algorithms. In particular, some representation algorithms commonly used in medical research are discussed. Subsequently, we review ML applications in otology research, including diagnosis, influential identification, and surgical outcome prediction. In the context of surgical outcome prediction, specific surgical treatments, including cochlear implantation, active middle ear implantation, tympanoplasty, and vestibular schwannoma resection, are considered. Finally, we highlight the obstacles and challenges that need to be overcome in future research.</p></div>\",\"PeriodicalId\":55627,\"journal\":{\"name\":\"Auris Nasus Larynx\",\"volume\":\"51 4\",\"pages\":\"Pages 666-673\"},\"PeriodicalIF\":1.6000,\"publicationDate\":\"2024-05-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S0385814624000439/pdfft?md5=e9d7bd6a2bbd9a564cd90e05c1671a09&pid=1-s2.0-S0385814624000439-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Auris Nasus Larynx\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0385814624000439\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"OTORHINOLARYNGOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Auris Nasus Larynx","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0385814624000439","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OTORHINOLARYNGOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

本综述结合机器学习(ML)在医学研究和临床应用中的革命性应用,全面介绍了人工智能(AI)的历史,尤其是对耳科应用 ML 感兴趣的研究人员。为此,我们讨论了机器学习的关键组成部分--输入、输出和算法。其中特别讨论了医学研究中常用的一些表示算法。随后,我们回顾了 ML 在耳科研究中的应用,包括诊断、影响识别和手术结果预测。在手术结果预测方面,我们考虑了具体的手术治疗方法,包括人工耳蜗植入术、主动中耳植入术、鼓室成形术和前庭分裂瘤切除术。最后,我们强调了未来研究中需要克服的障碍和挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Machine learning application in otology

This review presents a comprehensive history of Artificial Intelligence (AI) in the context of the revolutionary application of machine learning (ML) to medical research and clinical utilization, particularly for the benefit of researchers interested in the application of ML in otology. To this end, we discuss the key components of ML—input, output, and algorithms. In particular, some representation algorithms commonly used in medical research are discussed. Subsequently, we review ML applications in otology research, including diagnosis, influential identification, and surgical outcome prediction. In the context of surgical outcome prediction, specific surgical treatments, including cochlear implantation, active middle ear implantation, tympanoplasty, and vestibular schwannoma resection, are considered. Finally, we highlight the obstacles and challenges that need to be overcome in future research.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Auris Nasus Larynx
Auris Nasus Larynx 医学-耳鼻喉科学
CiteScore
3.40
自引率
5.90%
发文量
169
审稿时长
30 days
期刊介绍: The international journal Auris Nasus Larynx provides the opportunity for rapid, carefully reviewed publications concerning the fundamental and clinical aspects of otorhinolaryngology and related fields. This includes otology, neurotology, bronchoesophagology, laryngology, rhinology, allergology, head and neck medicine and oncologic surgery, maxillofacial and plastic surgery, audiology, speech science. Original papers, short communications and original case reports can be submitted. Reviews on recent developments are invited regularly and Letters to the Editor commenting on papers or any aspect of Auris Nasus Larynx are welcomed. Founded in 1973 and previously published by the Society for Promotion of International Otorhinolaryngology, the journal is now the official English-language journal of the Oto-Rhino-Laryngological Society of Japan, Inc. The aim of its new international Editorial Board is to make Auris Nasus Larynx an international forum for high quality research and clinical sciences.
期刊最新文献
Brainwave entrainment using binaural beats stimulation: Exploring the treatment efficacy in individuals with tinnitus having normal hearing sensitivity Identifying predictors of persistent post-earthquake dizziness among adolescents after the 2023 earthquakes in Türkiye: A cross-sectional, multicenter study Characterization of microbial diversity and eosinophilic otitis media biomarkers using next-generation sequencing Ultrasonography of the cricoarytenoid joint and its movements A narrative review of basic and clinical studies for vocal fold regeneration therapies
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1