• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

2015 年至 2019 年放射肿瘤学住院医师申请人推荐信中的语言偏见。

Linguistic Biases in Letters of Recommendation for Radiation Oncology Residency Applicants from 2015 to 2019.

机构信息

Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Unit 1140, Houston, TX, 77030, USA.

Department of Radiation Oncology and Center for Bioethics and Social Sciences in Medicine, University of Michigan, Ann Arbor, MI, USA.

出版信息

J Cancer Educ. 2022 Aug;37(4):965-972. doi: 10.1007/s13187-020-01907-x. Epub 2020 Oct 27.

DOI:10.1007/s13187-020-01907-x
PMID:33111188
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7591242/
Abstract

We aimed to investigate whether implicit linguistic biases exist in letters of recommendation (LORs) for applicants to radiation oncology (RO) residency. LORs (n = 487) written for applicants (n = 125) invited to interview at a single RO residency program from the 2015 to 2019 application cycles were included for analysis. Linguistic Inquiry and Word Count (LIWC) software was used to evaluate LORs for length and a dictionary of predetermined themes. Language was evaluated for gender bias using a publicly available gender bias calculator. Non-parametric tests were used to compare linguistic domain scores. The median number of the LORs per applicant was 4 (range 3-5). No significant differences by applicant gender were detected in LIWC score domains or gender bias calculator (P > 0.05). However, LORs for applicants from racial/ethnic backgrounds underrepresented in medicine were less likely to include standout descriptors (P = 0.008). Male writers were less likely to describe applicant characteristics related to patient care (P < 0.0001) and agentic personality (P = 0.006). LORs written by RO were shorter (P < 0.0001) and included fewer standout descriptors (P = 0.014) but were also more likely to include statements regarding applicant desirability (P = 0.045) and research (P = 0.008). While language was globally male-biased, assistant professors were less likely than associate professors (P = 0.0064) and full professors (P = 0.023) to use male-biased language. Significant linguistic differences were observed in RO residency LORs, suggesting that implicit biases related to both applicants and letter writers may exist. Recognition, and ideally eradication, of such biases are crucial for fair and equitable evaluation of a diverse applicant pool of RO residency candidates.

摘要

我们旨在探讨推荐信(LOR)中是否存在对放射肿瘤学(RO)住院医师申请人的隐性语言偏见。从 2015 年至 2019 年申请周期中,对受邀参加单一 RO 住院医师项目面试的 125 名申请人中的 487 名申请人的 LOR 进行了分析。使用语言调查和词汇计数(LIWC)软件评估 LOR 的长度和预定主题词典。使用公共可用的性别偏见计算器评估语言的性别偏见。使用非参数检验比较语言域得分。每位申请人的 LOR 中位数为 4 份(范围为 3-5 份)。申请人性别在 LIWC 得分域或性别偏见计算器中无显著差异(P>0.05)。然而,来自医学领域代表性不足的种族/族裔背景的申请人的 LOR 不太可能包含突出描述符(P=0.008)。男性作者不太可能描述与患者护理相关的申请人特征(P<0.0001)和代理人格特征(P=0.006)。RO 撰写的 LOR 较短(P<0.0001)且包含的突出描述符较少(P=0.014),但更有可能包含关于申请人可取性(P=0.045)和研究(P=0.008)的陈述。虽然语言总体上存在男性偏见,但助理教授比副教授(P=0.0064)和正教授(P=0.023)更不可能使用男性偏见语言。在 RO 住院医师 LOR 中观察到了显著的语言差异,这表明申请人和信件作者可能存在与语言相关的隐性偏见。认识到这种偏见,并尽可能消除这种偏见,对于公平公正地评估 RO 住院医师候选人的多样化申请人群体至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/c595f0f807fd/13187_2020_1907_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/bbf661263c79/13187_2020_1907_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/ec1664471605/13187_2020_1907_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/c595f0f807fd/13187_2020_1907_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/bbf661263c79/13187_2020_1907_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/ec1664471605/13187_2020_1907_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f87/7591242/c595f0f807fd/13187_2020_1907_Fig3_HTML.jpg

相似文献

1
Linguistic Biases in Letters of Recommendation for Radiation Oncology Residency Applicants from 2015 to 2019.2015 年至 2019 年放射肿瘤学住院医师申请人推荐信中的语言偏见。
J Cancer Educ. 2022 Aug;37(4):965-972. doi: 10.1007/s13187-020-01907-x. Epub 2020 Oct 27.
2
Don't Judge a Letter by its Title: Linguistic Analysis of Letters of Recommendation by Author's Academic Rank.勿以题书名:基于作者学术地位的推荐信的语言学分析
J Surg Educ. 2021 Nov-Dec;78(6):e19-e27. doi: 10.1016/j.jsurg.2021.04.012. Epub 2021 May 17.
3
Linguistic Differences by Gender in Letters of Recommendation for Maternal-Fetal Medicine Fellowship Applicants.母胎医学专科住院医师申请推荐信中的性别语言差异
Am J Perinatol. 2024 May;41(S 01):e1955-e1961. doi: 10.1055/s-0043-1770148. Epub 2023 Jun 19.
4
Do gender and racial differences exist in letters of recommendation for obstetrics and gynecology residency applicants?推荐信中是否存在妇产科住院医师申请人的性别和种族差异?
Am J Obstet Gynecol. 2021 Nov;225(5):554.e1-554.e11. doi: 10.1016/j.ajog.2021.08.033. Epub 2021 Sep 8.
5
Assessment of gender differences in letters of recommendation for pharmacy residency applicants.评估药剂学住院医师申请人推荐信中的性别差异。
Am J Health Syst Pharm. 2021 Jun 7;78(12):1118-1125. doi: 10.1093/ajhp/zxab150.
6
Are There Gender-based Differences in Language in Letters of Recommendation to an Orthopaedic Surgery Residency Program?推荐信中的语言是否存在性别差异?——以骨科住院医师项目为例
Clin Orthop Relat Res. 2020 Jul;478(7):1400-1408. doi: 10.1097/CORR.0000000000001053.
7
Words Used in Letters of Recommendation for Pediatric Residency Applicants: Demographic Differences and Impact on Interviews.儿科住院医师申请推荐信中使用的词汇:人口统计学差异及其对面试的影响。
Acad Pediatr. 2023 Nov-Dec;23(8):1614-1619. doi: 10.1016/j.acap.2023.02.012. Epub 2023 Mar 6.
8
How Prominent Are Gender Bias, Racial Bias, and Score Inflation in Orthopaedic Surgery Residency Recommendation Letters? A Systematic Review.在骨科住院医师推荐信中,性别偏见、种族偏见和评分膨胀有多明显?一项系统评价。
Clin Orthop Relat Res. 2024 Jun 1;482(6):916-928. doi: 10.1097/CORR.0000000000003062. Epub 2024 Apr 17.
9
Letters of recommendation for gynecologic oncology fellowship differ by gender and race.妇科肿瘤学 fellowship 的推荐信因性别和种族而异。
Gynecol Oncol. 2023 Oct;177:9-13. doi: 10.1016/j.ygyno.2023.07.014. Epub 2023 Aug 19.
10
Gender and Letters of Recommendation: A Linguistic Comparison of the Impact of Gender on General Surgery Residency Applicants.性别与推荐信:对性别对普通外科住院医师申请人影响的语言学比较。
J Surg Educ. 2019 Jul-Aug;76(4):899-905. doi: 10.1016/j.jsurg.2018.12.007. Epub 2018 Dec 28.

引用本文的文献

1
The Impact of Applicant Sex on Pulmonary and Critical Care Medicine Fellowship Letters of Recommendation: A Multisite Study.申请人性别对肺科与重症医学专科住院医师推荐信的影响:一项多中心研究
ATS Sch. 2025 Mar;6(1):65-73. doi: 10.34197/ats-scholar.2024-0074OC. Epub 2025 Jan 14.
2
Brain versus bot: Distinguishing letters of recommendation authored by humans compared with artificial intelligence.人脑与机器:区分由人类撰写的推荐信与人工智能撰写的推荐信。
AEM Educ Train. 2023 Nov 30;7(6). doi: 10.1002/aet2.10924. eCollection 2023 Dec.
3
A Systematic Review of Metrics Utilized in the Selection and Prediction of Future Performance of Residents in the United States.

本文引用的文献

1
Does STEM Stand Out? Examining Racial/Ethnic Gaps in Persistence Across Postsecondary Fields.STEM专业突出吗?审视高等教育各领域中不同种族/族裔学生在学业持续方面的差距。
Educ Res. 2019 Apr;48(3):133-144. doi: 10.3102/0013189x19831006. Epub 2019 Feb 21.
2
Race- and Gender-Based Differences in Descriptions of Applicants in the Letters of Recommendation for Orthopaedic Surgery Residency.骨科手术住院医师推荐信中申请人描述的种族和性别差异。
JB JS Open Access. 2020 Jun 26;5(3). doi: 10.2106/JBJS.OA.20.00023. eCollection 2020 Jul-Sep.
3
Patterns and Perceptions of "Away" Rotations Among Radiation Oncology Residency Applicants.
美国住院医师未来表现选择和预测指标的系统评价
J Grad Med Educ. 2023 Dec;15(6):652-668. doi: 10.4300/JGME-D-22-00955.1.
4
A primer on writing a narrative letter of recommendation for medical students applying to residency.为申请住院医师培训的医学生撰写叙述性推荐信的入门指南。
AEM Educ Train. 2023 Jul 20;7(4):e10896. doi: 10.1002/aet2.10896. eCollection 2023 Aug.
5
Perceived Barriers to Increasing Diversity within Oculofacial Plastic Surgery.眼部整形手术中增加多样性的感知障碍。
J Acad Ophthalmol (2017). 2022 Dec 21;14(2):e271-e278. doi: 10.1055/s-0042-1758561. eCollection 2022 Jul.
6
Letters of Recommendation for PCCM Fellowship Applicants: Counting Words Is Just the Beginning. Reply to: More than Words? Looking for Gender Bias in Letters of Recommendation.肺、重症医学专科培训项目申请人推荐信:计算字数只是开始。回复:不止于文字?探寻推荐信中的性别偏见
ATS Sch. 2023 Mar 30;4(1):104-106. doi: 10.34197/ats-scholar.2022-0129LE. eCollection 2023 Mar.
7
Racial and Ethnic Bias in Letters of Recommendation and Personal Statements for Application to Otolaryngology Residency.种族和民族偏见在耳鼻喉科住院医师申请推荐信和个人陈述中的体现
ORL J Otorhinolaryngol Relat Spec. 2023;85(3):141-149. doi: 10.1159/000529795. Epub 2023 Apr 11.
8
Differences in international medical graduates' letters of recommendation by gender in pulmonary and critical care medicine: a cohort analysis.国际医学毕业生在肺科和重症监护医学推荐信中存在的性别差异:队列分析。
BMC Med Educ. 2023 Jan 24;23(1):58. doi: 10.1186/s12909-023-04042-5.
9
A Call to Action for Standardizing Letters of Recommendation.一封关于规范推荐信的行动呼吁书。
J Grad Med Educ. 2022 Dec;14(6):642-646. doi: 10.4300/JGME-D-22-00131.1.
10
Gendered Language in Letters of Recommendation for Applicants to Pulmonary Critical Care Fellowships.肺重症监护 fellowship 申请者推荐信中的性别化语言。
ATS Sch. 2022 Aug 22;3(3):413-424. doi: 10.34197/ats-scholar.2022-0004OC. eCollection 2022 Oct.
放射肿瘤学住院医师申请者中“外出”轮转的模式和认知。
Int J Radiat Oncol Biol Phys. 2020 Aug 1;107(5):1007-1011. doi: 10.1016/j.ijrobp.2020.04.024. Epub 2020 Apr 23.
4
Discrimination Toward Physicians of Color: A Systematic Review.对有色人种医生的歧视:系统评价。
J Natl Med Assoc. 2020 Apr;112(2):117-140. doi: 10.1016/j.jnma.2020.02.008. Epub 2020 Mar 18.
5
Gender-based differences in letters of recommendation written for ophthalmology residency applicants.眼科住院医师申请人推荐信中的性别差异。
BMC Med Educ. 2019 Dec 30;19(1):476. doi: 10.1186/s12909-019-1910-6.
6
Are Standardized Letters of Recommendation in Residency Applications Correlated With Objective Data?住院医师申请中的标准化推荐信与客观数据相关吗?
J Med Educ Curric Dev. 2019 Dec 9;6:2382120519893976. doi: 10.1177/2382120519893976. eCollection 2019 Jan-Dec.
7
Are There Gender-based Differences in Language in Letters of Recommendation to an Orthopaedic Surgery Residency Program?推荐信中的语言是否存在性别差异?——以骨科住院医师项目为例
Clin Orthop Relat Res. 2020 Jul;478(7):1400-1408. doi: 10.1097/CORR.0000000000001053.
8
The Influence of Gender and Underrepresented Minority Status on Medical Student Ranking of Residency Programs.性别和代表性不足少数群体状况对医学生住院医师规划排名的影响。
J Natl Med Assoc. 2019 Dec;111(6):665-673. doi: 10.1016/j.jnma.2019.09.002. Epub 2019 Oct 23.
9
Use of Standardized Letters of Recommendation for Orthopaedic Surgery Residency Applications: A Single-Institution Retrospective Review.使用标准化推荐信申请骨科住院医师培训:单机构回顾性研究。
J Bone Joint Surg Am. 2020 Feb 19;102(4):e14. doi: 10.2106/JBJS.19.00130.
10
Gender and Racial Bias in Radiology Residency Letters of Recommendation.影像学住院医师推荐信中的性别和种族偏见。
J Am Coll Radiol. 2020 Jan;17(1 Pt A):64-71. doi: 10.1016/j.jacr.2019.08.008. Epub 2019 Sep 6.