Vikram Vasan BA, Christopher P. Cheng AB, Shaun Edalati BS, Shreya Mandloi BS, David K. Lerner MD, Anthony Del Signore MD, Madeleine Schaberg MD, Satish Govindaraj MD, Mindy Rabinowitz MD, Gurston Nyquist MD, Alfred Marc Iloreta MD
{"title":"鼻科学奖学金推荐信中的性别语言差异:使用自然语言处理和深度学习的双机构跟踪研究。","authors":"Vikram Vasan BA, Christopher P. Cheng AB, Shaun Edalati BS, Shreya Mandloi BS, David K. Lerner MD, Anthony Del Signore MD, Madeleine Schaberg MD, Satish Govindaraj MD, Mindy Rabinowitz MD, Gurston Nyquist MD, Alfred Marc Iloreta MD","doi":"10.1002/alr.23411","DOIUrl":null,"url":null,"abstract":"<div>\n \n <section>\n \n <h3> Key points</h3>\n \n <div>\n <ul>\n \n <li>This follow-up dual-institutional and longitudinal study further evaluated for underlying gender biases in LORs for rhinology fellowship.</li>\n \n <li>Explicit and implicit linguistic gender bias was found, heavily favoring male applicants</li>\n </ul>\n </div>\n </section>\n </div>","PeriodicalId":13716,"journal":{"name":"International Forum of Allergy & Rhinology","volume":null,"pages":null},"PeriodicalIF":7.2000,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Gender-based linguistic differences in letters of recommendation for rhinology fellowship over time: A dual-institutional follow-up study using natural language processing and deep learning\",\"authors\":\"Vikram Vasan BA, Christopher P. Cheng AB, Shaun Edalati BS, Shreya Mandloi BS, David K. Lerner MD, Anthony Del Signore MD, Madeleine Schaberg MD, Satish Govindaraj MD, Mindy Rabinowitz MD, Gurston Nyquist MD, Alfred Marc Iloreta MD\",\"doi\":\"10.1002/alr.23411\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n <section>\\n \\n <h3> Key points</h3>\\n \\n <div>\\n <ul>\\n \\n <li>This follow-up dual-institutional and longitudinal study further evaluated for underlying gender biases in LORs for rhinology fellowship.</li>\\n \\n <li>Explicit and implicit linguistic gender bias was found, heavily favoring male applicants</li>\\n </ul>\\n </div>\\n </section>\\n </div>\",\"PeriodicalId\":13716,\"journal\":{\"name\":\"International Forum of Allergy & Rhinology\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":7.2000,\"publicationDate\":\"2024-07-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Forum of Allergy & Rhinology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/alr.23411\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"OTORHINOLARYNGOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Forum of Allergy & Rhinology","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/alr.23411","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OTORHINOLARYNGOLOGY","Score":null,"Total":0}
Gender-based linguistic differences in letters of recommendation for rhinology fellowship over time: A dual-institutional follow-up study using natural language processing and deep learning
Key points
This follow-up dual-institutional and longitudinal study further evaluated for underlying gender biases in LORs for rhinology fellowship.
Explicit and implicit linguistic gender bias was found, heavily favoring male applicants
期刊介绍:
International Forum of Allergy & Rhinologyis a peer-reviewed scientific journal, and the Official Journal of the American Rhinologic Society and the American Academy of Otolaryngic Allergy.
International Forum of Allergy Rhinology provides a forum for clinical researchers, basic scientists, clinicians, and others to publish original research and explore controversies in the medical and surgical treatment of patients with otolaryngic allergy, rhinologic, and skull base conditions. The application of current research to the management of otolaryngic allergy, rhinologic, and skull base diseases and the need for further investigation will be highlighted.