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

Author(s):  
Daniel Sarraf ◽  
Vlad Vasiliu ◽  
Ben Imberman ◽  
Brenessa Lindeman
2018 ◽  
Vol 75 (6) ◽  
pp. e23-e30 ◽  
Author(s):  
Stephen B. Shapiro ◽  
Kara J. Kallies ◽  
Andrew J. Borgert ◽  
Colette T. O'Heron ◽  
Benjamin T. Jarman

2019 ◽  
Vol 76 (4) ◽  
pp. 899-905 ◽  
Author(s):  
Judith C French ◽  
Samuel J Zolin ◽  
Erika Lampert ◽  
Alexandra Aiello ◽  
Kalman P Bencsath ◽  
...  

2021 ◽  
Vol 65 ◽  
pp. 102285
Author(s):  
Maxwell F. Kilcoyne ◽  
Garrett N. Coyan ◽  
Edgar Aranda-Michel ◽  
Arman Kilic ◽  
Victor O. Morell ◽  
...  

2021 ◽  
pp. 000313482110234
Author(s):  
Brandon J Nakashima ◽  
Navpreet Kaur ◽  
Chelsey Wongjirad ◽  
Kenji Inaba ◽  
Mohd Raashid Sheikh

Objective The COVID-19 pandemic has had a significant impact on patient care, including the increased utilization of contact-free clinic visits using telemedicine. We looked to assess current utilization of, experience with, and opinions regarding telemedicine by general surgery residents at an academic university–based surgical training program. Design A response-anonymous 19-question survey was electronically distributed to all general surgery residents at a single academic university–based general surgery residency program. Setting University of Southern California (USC) general surgery residency participants: Voluntarily participating general surgery residents at the University of Southern California. Results The response rate from USC general surgery residents was 100%. A majority of residents (76%) had utilized either video- or telephone-based visits during their careers. No resident had undergone formal training to provide telemedicine, although most residents indicated a desire for training (57.1%) and acknowledged that telemedicine should be a part of surgical training (75.6%). A wide variety of opinions regarding the educational experience of residents participating in telemedicine visits was elicited. Conclusions The COVID-19 pandemic brought telemedicine to the forefront as an integral part of future patient care, including for surgical patients. Additional investigations into nationwide telemedicine exposure and practice among United States general surgery residencies is imperative, and the impact of the implementation of telemedicine curricula on general surgery resident telemedicine utilization, comfort with telemedicine technology, and patient outcomes are further warranted. Competencies Practice-based learning, systems-based practice, interpersonal and communication skills


2021 ◽  
Vol 35 (1) ◽  
pp. 40-44
Author(s):  
Stephen J Ceci ◽  
Shulamit Kahn ◽  
Wendy M Williams

Stewart-Williams and Halsey provide an unusually broad synthesis of the enormous literature on gender gaps in hiring, letters of recommendation, mathematical and spatial abilities, email appointment-making, people vs things orientation, within-gender variability, salaries, occupational preferences, and employment discrimination. They argue that sociocultural factors, while important, cannot by themselves account for the entirety of these gaps. In addition, they argue that factors resulting from evolutionary origins, cognitive ability gaps at the extreme right tail of the distribution, and underlying gender differences in abilities, preferences, and values are needed to explain why women are less well represented in the most math-intensive fields. In our commentary, we reprise our own recent synthesis (unpublished) of gender gaps in six domains (letters of recommendation, academic hiring, salaries, teaching evaluations, journal acceptance rates, grant funding success) and put our results in the context of these authors' arguments.


2021 ◽  
pp. 000313482110111
Author(s):  
Kurun Partap S Oberoi ◽  
Akia D Caine ◽  
Jacob Schwartzman ◽  
Sayeeda Rab ◽  
Amber L Turner ◽  
...  

Background The Accreditation Council for Graduate Medical Education requires residents to receive milestone-based evaluations in key areas. Shortcomings of the traditional evaluation system (TES) are a low completion rate and delay in completion. We hypothesized that adoption of a mobile evaluation system (MES) would increase the number of evaluations completed and improve their timeliness. Methods Traditional evaluations for a general surgery residency program were converted into a web-based form via a widely available, free, and secure application and implemented in August 2017. After 8 months, MES data were analyzed and compared to that of our TES. Results 122 mobile evaluations were completed; 20% were solicited by residents. Introduction of the MES resulted in an increased number of evaluations per resident ( P = .0028) and proportion of faculty completing evaluations ( P = .0220). Timeliness also improved, with 71% of evaluations being completed during one’s clinical rotation. Conclusions A resident-driven MES is an inexpensive and effective method to augment traditional end-of-rotation evaluations.


Author(s):  
Sarah Lund ◽  
Taleen MacArthur ◽  
Jonie Keune ◽  
Teresa Enger ◽  
Jorys Martinez-Jorge ◽  
...  

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