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Page 123                           Mari et al. Art Int Surg 2022;2:122-31  https://dx.doi.org/10.20517/ais.2022.12

               INTRODUCTION
               Over the last decades, female enrollment in medical schools has steadily increased. However, this growth
               did not lead to a proportional rise in females studying surgical specialties, which seems unable to attract and
               retain many young female doctors . Manifest and occult barriers still prevent young women from
                                               [1]
                                                                                              [1-5]
               enrolment, promotion, training opportunities, and career progression in surgical departments .

               Several factors are responsible for the limitations in recruitment and advancement of young female doctors
               in surgical specialties, such as social and cultural barriers, gender discrimination and harassment, surgical
               lifestyle, and the lack of mentors and same-gender role models . The main perceived obstacles in achieving
                                                                    [6]
               a satisfying surgical career seem to be societal stereotypes, gender-biased mentality, and the lack of an
               adequate work-life balance .
                                      [7,8]

               Despite discrimination and obstacles, no significant differences were shown between males and females in
               learning surgical skills, among neither medical students nor surgical trainees [9-11] . However, gender disparity
               was observed in self-confidence, self-evaluation, and perception of competence achieved: female surgical
               trainees more often undervalue their abilities, especially their technical skills [10,12,13] . Independence, operative
               exposure, and faculty opinions of female residents’ ability could be influenced by this attitude, constraining
               opportunities for female surgeons in training.


               To break through the glass ceiling in training for women in surgery, many solutions have been proposed.
               An early education for students on gender discrimination, setting up formal and informal mechanisms for
               identifying and preventing inappropriate behavior, promoting flexible career and work patterns, and
               sponsoring female mentors and role models have been advocated as possible ways to reduce the gender gap
               in surgery. Although these suggestions seem beneficial, they have not been enacted, and significant results
               have not been achieved yet [14,15] .


               Artificial intelligence surgery (AIS) could play a role in facing the gender gap in training and education of
               surgical specialties. AIS studies how autonomously acting machines can understand, process, and perform
               interventional actions. Machine learning (ML), deep learning (DP), computer vision (CV), and natural
               language processing (NLP) are leading toward more autonomous actions in surgery, with diagnostic and
               therapeutic potential . In this paper, we aim to analyze different applications of AIS for breaking down
                                 [16]
               gender disparity in the enrollment and training of women in surgery.


               MAIN TYPES OF DISCRIMINATION IN SURGICAL EDUCATION AND TRAINING
               Barriers to the choice of a surgical career
               Many studies have analyzed the reasons preventing women from choosing surgical specialties. The main
               deterrents for female doctors in pursuing a surgical career are the length of training, time to date or marry,
               time available to spend with family, finding a good time during residency to have a child, taking maternity
               leave during residency, and being too old after residency to have children .
                                                                            [5]

               Furthermore, the perception of gender-based discrimination, the presence of a glass ceiling, the opinion of
               surgery as a male-dominated field, inadequate flexibility during training, and a lack of mentors or female
               surgeons as role models were identified as other factors which dissuade women from choosing a surgical
               path .
                   [17]
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