Darren Q Calley, Sunyang Fu, Marissa D Hamilton, Austin W Kalla, Christopher K Lee, Veronica A Rasmussen, John H Hollman, Hongfang Liu
{"title":"Assessment of Gender Differences in Letters of Recommendation for Physical Therapy Residency Applications.","authors":"Darren Q Calley, Sunyang Fu, Marissa D Hamilton, Austin W Kalla, Christopher K Lee, Veronica A Rasmussen, John H Hollman, Hongfang Liu","doi":"10.1097/JTE.0000000000000337","DOIUrl":null,"url":null,"abstract":"INTRODUCTION\nLetters of recommendation (LOR) are an integral component of physical therapy residency applications. Identifying the influence of applicant and writer gender in LOR will help identify whether potential implicit gender bias exists in physical therapy residency application processes.\n\n\nREVIEW OF LITERATURE\nSeveral medical and surgical residency education programs have reported positive, neutral, or negative LOR female gender bias among applicants and writers. Little research exists on gender differences in LOR to physical therapy education programs or physical therapy residency programs.\n\n\nSUBJECTS\nSeven hundred sixty-eight LOR were analyzed from 256 applications to 3 physical therapy residency programs (neurologic, orthopaedic, sports) at one institution from 2014 to 2020.\n\n\nMETHODS\nThematic categories were developed to identify themes in a sample of LOR. Associations between writer and applicant gender were analyzed using summary statistics, word counts, thematic and psycholinguistic extraction, and rule-based and deep learning Natural Language Processing .\n\n\nRESULTS\nNo significant difference in LOR word counts were found based on writer or applicant gender. Increased word counts were seen in sports residency LOR compared with the orthopaedic residency. Thematic analysis showed LOR gender differences with male applicants receiving more positive generalized recommendations and female applicants receiving more comments regarding interpersonal relationship skills. No thematic or psycholinguistic gender differences were seen by LOR writer. Male applicants were 1.9 times more likely to select all male LOR writers, whereas female applicants were 2.1 times more likely to choose all female LOR writers.\n\n\nDISCUSSION AND CONCLUSION\nGender differences in LORs for physical therapy residencies were found using a comprehensive Natural Language Processing approach that identified both a positive recommendation male applicant gender bias and a positive interpersonal relationship skill female applicant gender bias. Applicants were not harmed nor helped by selecting LOR writers of the opposite gender. Admissions committees and LOR writers should be mindful of potential implicit gender biases in LOR submitted to physical therapy residency programs.","PeriodicalId":91351,"journal":{"name":"Journal, physical therapy education","volume":" 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal, physical therapy education","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1097/JTE.0000000000000337","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
INTRODUCTION
Letters of recommendation (LOR) are an integral component of physical therapy residency applications. Identifying the influence of applicant and writer gender in LOR will help identify whether potential implicit gender bias exists in physical therapy residency application processes.
REVIEW OF LITERATURE
Several medical and surgical residency education programs have reported positive, neutral, or negative LOR female gender bias among applicants and writers. Little research exists on gender differences in LOR to physical therapy education programs or physical therapy residency programs.
SUBJECTS
Seven hundred sixty-eight LOR were analyzed from 256 applications to 3 physical therapy residency programs (neurologic, orthopaedic, sports) at one institution from 2014 to 2020.
METHODS
Thematic categories were developed to identify themes in a sample of LOR. Associations between writer and applicant gender were analyzed using summary statistics, word counts, thematic and psycholinguistic extraction, and rule-based and deep learning Natural Language Processing .
RESULTS
No significant difference in LOR word counts were found based on writer or applicant gender. Increased word counts were seen in sports residency LOR compared with the orthopaedic residency. Thematic analysis showed LOR gender differences with male applicants receiving more positive generalized recommendations and female applicants receiving more comments regarding interpersonal relationship skills. No thematic or psycholinguistic gender differences were seen by LOR writer. Male applicants were 1.9 times more likely to select all male LOR writers, whereas female applicants were 2.1 times more likely to choose all female LOR writers.
DISCUSSION AND CONCLUSION
Gender differences in LORs for physical therapy residencies were found using a comprehensive Natural Language Processing approach that identified both a positive recommendation male applicant gender bias and a positive interpersonal relationship skill female applicant gender bias. Applicants were not harmed nor helped by selecting LOR writers of the opposite gender. Admissions committees and LOR writers should be mindful of potential implicit gender biases in LOR submitted to physical therapy residency programs.
引言推荐信(LOR)是物理治疗住院医师培训申请中不可或缺的组成部分。确定申请人和撰写人的性别对 LOR 的影响将有助于确定在理疗住院医师申请过程中是否存在潜在的隐性性别偏见。从 2014 年到 2020 年,对一个机构的 3 个物理治疗住院医师培训项目(神经、矫形、运动)的 256 份申请中的 768 份 LOR 进行了分析。采用汇总统计、字数统计、主题和心理语言提取、基于规则和深度学习的自然语言处理等方法分析了作者和申请人性别之间的关联。 结果没有发现基于作者或申请人性别的 LOR 字数有显著差异。与骨科住院医师相比,体育住院医师的 LOR 字数有所增加。主题分析表明了LOR的性别差异,男性申请人收到了更多正面的概括性推荐,而女性申请人收到了更多关于人际关系技巧的评论。而 LOR 撰写者在主题或心理语言方面没有性别差异。男性申请者选择所有男性 LOR 撰写者的可能性是女性申请者的 1.9 倍,而选择所有女性 LOR 撰写者的可能性是女性申请者的 2.1 倍。讨论与结论使用综合自然语言处理方法发现了物理治疗住院医生 LOR 中的性别差异,该方法同时发现了正面推荐男性申请者的性别偏差和正面人际关系技能女性申请者的性别偏差。选择相反性别的 LOR 撰写人对申请人既无损害,也无帮助。招生委员会和自荐信撰写人在向理疗住院医师项目提交自荐信时应注意潜在的隐性性别偏见。