Textual Analysis of General Surgery Residency Personal Statements: Topics and Gender Differences

被引:20
|
作者
Ostapenko, Laura [1 ,2 ]
Schonhardt-Bailey, Cheryl [3 ]
Sublette, Jessica Walling [2 ,4 ]
Smink, Douglas S. [1 ,2 ]
Osman, Nora Y. [2 ,4 ]
机构
[1] Brigham & Womens Hosp, Dept Surg, 75 Francis St, Boston, MA 02115 USA
[2] Harvard Med Sch, Boston, MA USA
[3] London Sch Econ & Polit Sci, London, England
[4] Brigham & Womens Hosp, Dept Med, 75 Francis St, Boston, MA 02115 USA
关键词
medical student; surgery residency; personal statement; textual analysis; WOMEN; ROLES; HURT;
D O I
10.1016/j.jsurg.2017.09.021
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
PURPOSE: Applicants to US general surgery residency training programs submit standardized applications. Applicants use the personal statement to express their individual rationale for a career in surgery. Our research explores common topics and gender differences within the personal statements of general surgery applicants. METHODS: We analyzed the electronic residency application service personal statements of 578 applicants (containing 3,82,405 words) from Liaison Committee on Medical Education-accredited medical schools to a single ACGME-accredited general surgery program using an automated textual analysis program to identify common topics and gender differences. Using a recursive algorithm, the program identified common words and clusters, grouping them into topic classes, which are internally validated. RESULTS: We identified and labeled 8 statistically significant topic classes through independent review: "my story," "the art of surgery," "clinical vignettes," "why I love surgery," "residency program characteristics," "working as a team," "academics and research," and "global health and policy." Although some classes were common to all applications, we also identified gender -specific differences. Notably, women were significantly more likely than men to be represented within the class of "working as a team." (p < 0.01) Furthermore, men were significantly more likely than women to be represented within the class of "clinical vignettes" (p < 0.01). CONCLUSIONS: Applying textual analysis to a national cohort, we identified common narrative topics in the personal statements of aspiring general surgeons, noting differences between the statements of men and women. Women were more likely to discuss surgery as a team endeavor while men were more likely to focus on the details of their surgical experiences. Our work mirrors what has been found in social psychology research on gender-based differences in how men and women communicate their career goals and aspirations in other competitive professional situations. ((C) 2017 Association of Program Directors in Surgery. Published by Elsevier Inc. All rights reserved.)
引用
收藏
页码:573 / 581
页数:9
相关论文
共 50 条
  • [31] Gender Differences in Letters of Recommendations and Personal Statements for Neurotology Fellowship over 10 Years: A Deep Learning Linguistic Analysis
    Vasan, Vikram
    Cheng, Christopher P.
    Fan, Caleb J.
    Lerner, David K.
    Pascual, Karen
    Iloreta, Alfred Marc
    Babu, Seilesh C.
    Cosetti, Maura K.
    OTOLOGY & NEUROTOLOGY, 2024, 45 (08) : 827 - 832
  • [32] Gender Differences in Cardiothoracic Surgery Interest Among General Surgery Applicants
    Miller, Vanessa M.
    Padilla, Luz A.
    Swicord, William B.
    Burns, Zachary R.
    Sorabella, Robert A.
    Cleveland, David C.
    Dabal, Robert J.
    ANNALS OF THORACIC SURGERY, 2021, 112 (03): : 961 - 967
  • [33] Can ChatGPT Fool the Match? Artificial Intelligence Personal Statements for Plastic Surgery Residency Applications: A Comparative Study
    Chen, Jeffrey
    Tao, Brendan K.
    Park, Shihyun
    Bovill, Esta
    PLASTIC SURGERY, 2024,
  • [34] A qualitative study of gender differences in the experiences of general surgery trainees
    Myers, Sara P.
    Hill, Katherine A.
    Nicholson, Kristina J.
    Neal, Matthew D.
    Hamm, Megan E.
    Switzer, Galen E.
    Hausmann, Leslie R. M.
    Hamad, Giselle G.
    Rosengart, Matthew R.
    Littleton, Eliza B.
    JOURNAL OF SURGICAL RESEARCH, 2018, 228 : 127 - 134
  • [35] Why Do Medical Students Choose to Become Neurologists? A Computational Linguistics Analysis of Residency Personal Statements
    Cheung, Helen
    Grzebinski, Sarah
    Sanky, Charles
    Ouyang, Jessica
    Krieger, Stephen
    NEUROLOGY, 2019, 92 (15)
  • [36] Linguistic Differences Based on Gender and Race in Urology Application Personal Statements A Comparison of 2017 and 2023 Applications
    Bethel, Emma C.
    Matthew-Onabanjo, Asia N.
    Kay, Hannah E.
    Basak, Ram
    Demzik, Alysen
    Filippou, Pauline
    Viprakasit, Davis
    Borawski, Kristy M.
    Wallen, Eric M.
    Smith, Angela B.
    Tan, Hung-Jui
    UROLOGIC CLINICS OF NORTH AMERICA, 2023, 50 (04) : 531 - 539
  • [37] Commentary: Can ChatGPT Fool the Match? Artificial Intelligence Personal Statements for Plastic Surgery Residency Applications: A Comparative Study
    Brown, Mitchell
    PLASTIC SURGERY, 2024,
  • [38] Are There Gender-based Differences in Language in Letters of Recommendation to an Orthopaedic Surgery Residency Program?
    Kobayashi, Audrey N.
    Sterling, Robert S.
    Tackett, Sean A.
    Chee, Brant W.
    Laporte, Dawn M.
    Humbyrd, Casey Jo
    CLINICAL ORTHOPAEDICS AND RELATED RESEARCH, 2020, 478 (07) : 1400 - 1408
  • [39] The Plastic Surgery Residency Application in the Era of ChatGPT: A Personal Statement Generated by Artificial Intelligence to Statements From Actual Applicants
    Patel, Viren
    Deleonibus, Anthony
    Wells, Michael W.
    Bernard, Steven L.
    Schwarz, Graham S.
    ANNALS OF PLASTIC SURGERY, 2023, 91 (03) : 324 - 325
  • [40] A Linguistic Analysis of United States Navy Orthopaedic Surgery Applicant Personal Statements
    Colon-Morillo, Reinaldo E.
    Chennupati, Nithya
    Tompane, Trevor
    Healy, Nicholas
    Janney, Cory
    MILITARY MEDICINE, 2024, 189 (11-12) : e2673 - e2677