Use of artificial intelligence for gender bias analysis in letters of recommendation for general surgery residency candidates

D Sarraf, V Vasiliu, B Imberman, B Lindeman - The American Journal of …, 2021 - Elsevier
Abstract Background Letters of recommendation (LoRs) play an important role in resident
selection. Author language varies implicitly toward male and female applicants. We …

Influence of gender on surgical residency applicants' recommendation letters

FE Turrentine, CN Dreisbach, AR St Ivany… - Journal of the American …, 2019 - Elsevier
Background Implicit bias has been documented in candidate selection within academic
medicine. Gender bias is exposed when writers systematically use different language to …

Gender bias in surgical oncology fellowship recommendation letters: gaining progress

MM Grova, FG Jenkins, P Filippou, PD Strassle… - Journal of Surgical …, 2021 - Elsevier
Objective Gender bias has been identified in letters of recommendation (LOR) in many
different surgical training fields. Among surgeons, women comprise over 30% of the full-time …

Letters of recommendation for surgical fellowships–Does gender make a difference?

C Horwood, S McDermott, T Gennell, TM Pawlik… - The American Journal of …, 2021 - Elsevier
Background Females comprise 1/3 of general surgery residents, 1/4 of surgical faculty and
10% of full professors. Inadequate sponsorship is one proposed mechanism for this decline …

Gender and letters of recommendation: a linguistic comparison of the impact of gender on general surgery residency applicants✰

JC French, SJ Zolin, E Lampert, A Aiello… - Journal of surgical …, 2019 - Elsevier
OBJECTIVE We investigated letters of recommendation for general surgery residency
applicants to determine if any gender-based disparities exist. DESIGN A dictionary of over …

Do male chairs of surgery have implicit gender bias in the residency application process?

S Dream, MM Olivet, L Tanner, H Chen - The American Journal of Surgery, 2021 - Elsevier
Introduction Medical students applying for general surgery residencies often require a letter
of recommendation (LOR) from the Surgical Chair. However, LORs may reveal gender and …

Linguistic analysis of letters of recommendation for vascular surgery and obstetrics and gynecology applicants detects differences in attributable strengths based on …

C Go, S Lang, M Byrne, DL Brucha, K Parviainen… - Journal of Surgical …, 2021 - Elsevier
Objective We asked whether letters of recommendation (LOR) written for applicants to
vascular surgery (VS), a field where men have traditionally predominated, differentially …

Gender and racial bias in letters of recommendation for orthopedic surgery residency positions

MY Girgis, S Qazi, A Patel, D Yu, X Lu… - Journal of Surgical …, 2023 - Elsevier
Objective The primary purpose of this study was to retrospectively analyze letters of
recommendation written for medical students applying to orthopedic residency for implicit …

Use of standardized letters of recommendation for otolaryngology head and neck surgery residency and the impact of gender

R Friedman, CH Fang, J Hasbun, H Han… - The …, 2017 - Wiley Online Library
Objectives To evaluate gender‐based differences in narrative letters of recommendation
(NLORs) and standardized letters of recommendation (SLORs) submitted for applicants to …

Gendered differences in letters of recommendation for transplant surgery fellowship applicants

A Hoffman, W Grant, M McCormick, E Jezewski… - Journal of surgical …, 2019 - Elsevier
Background No published study has explored gender differences in letters of
recommendation for applicants entering surgical subspecialty fellowships. Methods We …