Discrimination based on gender identity against transgender women and travestis in Brazil: a latent class analysis and associated factors.

OBJECTIVE: To identify groups of transgender women and travestis (TGW) with specific patterns of gender-based discrimination (GBD) and analyze the factors associated with GBD. METHODS: A cross-sectional study was conducted with TGW recruited through respondent-driven sampling in five Brazilian cities (2019-2021). Latent class analysis was used to characterize GBD (low, medium, and high) using 14 observable variables. Descriptive analysis was performed, and associations between predictor variables and GBD were estimated by adjusted odds ratios (aOR) using ordinal logistic regression. RESULTS: Out of a total of 1,317 TGW, 906 (68.8%) answered questions about GBD. Most were under 34 years old, single, and had a Brown race/skin color. GBD was classified as "low," "medium," and "high," with estimates of 41.7, 44.5, and 13.8%, respectively. Variables positively associated with higher intensity of GBD included living in Manaus compared to São Paulo, being ≤34 years old compared to >34, being homeless compared to living in one's own house or rented apartment, not having legally changed one's name compared to those who had, and reporting physical or sexual violence compared to those who did not report. Variables negatively associated with higher intensity of GBD included having a Brown or Asian race/skin color compared to White and a monthly income ≥1 minimum wage compared to ³1. CONCLUSION: A high proportion of GBD was observed in Brazilian TGW, with this outcome associated with more vulnerable sociodemographic characteristics and a history of violence.

Women's participation in university management in Spain: The case of Andalusian universities.

This study addresses the presence of women in the management of Andalusian public universities, Spain. The aim of this study is to determine the representation of women in the administration and management of the administrative units of Andalusian public universities at faculty and department level, as well as to identify the distribution of university administration in terms of gender of managers in university centres according to the different macro-areas of the division of scientific knowledge. The method used was a descriptive study with quantitative and ex post facto values. A sample was selected from all public universities in the Autonomous Community of Andalusia, which represent 20% of all public universities in Spain. Information was collected from all academic units and the gender of each responsible administrator was determined. The data were deposited in a virtual repository. The results revealed that, in general, there is a disproportion in the predominance of male managers and administrators compared to the number of women involved in university management tasks in Andalusia. Imbalances in gender representation at different levels of management were observed, reflecting the inequalities reported in the literature. This study confirmed the existence of gender biases in university management, aligning with existing literature, which highlights the importance of addressing gender inequalities from a holistic perspective. The findings underline the importance of continuing to work on promoting gender equality in university management through multi-factorial approaches and concrete actions.

Evaluating gender bias in ML-based clinical risk prediction models: A study on multiple use cases at different hospitals.

BACKGROUND: An inherent difference exists between male and female bodies, the historical under-representation of females in clinical trials widened this gap in existing healthcare data. The fairness of clinical decision-support tools is at risk when developed based on biased data. This paper aims to quantitatively assess the gender bias in risk prediction models. We aim to generalize our findings by performing this investigation on multiple use cases at different hospitals. METHODS: First, we conduct a thorough analysis of the source data to find gender-based disparities. Secondly, we assess the model performance on different gender groups at different hospitals and on different use cases. Performance evaluation is quantified using the area under the receiver-operating characteristic curve (AUROC). Lastly, we investigate the clinical implications of these biases by analyzing the underdiagnosis and overdiagnosis rate, and the decision curve analysis (DCA). We also investigate the influence of model calibration on mitigating gender-related disparities in decision-making processes. RESULTS: Our data analysis reveals notable variations in incidence rates, AUROC, and over-diagnosis rates across different genders, hospitals and clinical use cases. However, it is also observed the underdiagnosis rate is consistently higher in the female population. In general, the female population exhibits lower incidence rates and the models perform worse when applied to this group. Furthermore, the decision curve analysis demonstrates there is no statistically significant difference between the model's clinical utility across gender groups within the interested range of thresholds. CONCLUSION: The presence of gender bias within risk prediction models varies across different clinical use cases and healthcare institutions. Although inherent difference is observed between male and female populations at the data source level, this variance does not affect the parity of clinical utility. In conclusion, the evaluations conducted in this study highlight the significance of continuous monitoring of gender-based disparities in various perspectives for clinical risk prediction models.

Gendered hiring and attrition on the path to parity for academic faculty.

Despite long-running efforts to increase gender diversity among tenured and tenure-track faculty in the U.S., women remain underrepresented in most academic fields, sometimes dramatically so. Here, we quantify the relative importance of faculty hiring and faculty attrition for both past and future faculty gender diversity using comprehensive data on the training and employment of 268,769 tenured and tenure-track faculty rostered at 12,112U.S. PhD-granting departments, spanning 111 academic fields between 2011 and 2020. Over this time, we find that hiring had a far greater impact on women's representation among faculty than attrition in the majority (90.1%) of academic fields, even as academia loses a higher share of women faculty relative to men at every career stage. Finally, we model the impact of five specific policy interventions on women's representation, and project that eliminating attrition differences between women and men only leads to a marginal increase in women's overall representation-in most fields, successful interventions will need to make substantial and sustained changes to hiring in order to reach gender parity.

Gender Gap in academic medicine: a narrative review and the Italian forensic context.

Background: Gender gap is a neologism that identifies the disparity between social and professional conditions experienced by females compared to males. The disparity increases as one ascends the academic hierarchy. In recent years, the debate has expanded, and more options have been planned for the elimination of the current gender gap. Methods: This research was conducted by examining the landscape of the gender gap, particularly in the academic forensic medicine field. Our analysis involved reviewing papers published between 2006 and 2024, identified through electronic database searches (PubMed). The search terms used were: "gender gap" AND "academic" AND "medicine" AND "leadership." In total, we analyzed 85 papers. Additionally, we examined data from forensic medicine residency programs. Conclusions: The representation of women in medicine is well-known. Despite the increasing number of women in leadership positions in medicine, they still lag significantly behind men. These data highlight a situation that could be seen as grounds for an accusation of "academic abuse". In the Italian forensic residency programs, less than 20% are led by women, and among these, not all hold the rank of full professor. Although a certain rebalancing is already underway, the gap is still significant. There are already regulations obliging local authorities to promote gender equality in councils, companies, and institutions under their jurisdiction. It would be desirable to consider minimum quotas for female participation in university competitions. This would be a first step toward eliminating the gender gap in academic and forensic medical fields.

Are Gender Identities and Gender Ideologies Associated with the Variety and Type of Owned Sex Toys? Evidence from a Large Italian Sample of Cisgender Individuals.

Research on the use of sex toys has been primarily performed from a medical perspective, while there is still limited research from a psychosocial perspective. To bridge this gap, in this study we examined whether some psychosocial variables might be linked to sex toy ownership in a sample of 3960 Italian (cisgender men and women) sex toy buyers. More specifically, we investigated the association between gender identities and ideologies and the variety and types of sex toys owned. Based on the data, we detected two dimensions underlying the ownership of sex toys: (1) orientation to owning kinky sex toys and (2) orientation to owning clit-oriented sex toys. Results showed that benevolent sexism and gender system justification were negatively correlated with owning clit-oriented toys. Moreover, strongly gender-identified participants owned a small variety of different toys and preferred toys that were designed to stimulate the vagina or clitoris over less commonly-used toys. No significant correlation between feminist identification and sex toy type owned was found when gender identification was taken into account. These results suggest that the owning of sex toys might be associated with traditional gender ideology and the strength of gender identification.

Gender Disparities in the Academic Performance of Neurology Residents in Portugal.

Implicit bias has been linked to gender disparities in medical careers, impacting not only access to leadership positions but also early career opportunities. We aimed to evaluate if there were differences in the assessment of Neurology residents according to gender. We collected publicly available grades and rankings of two major evaluations that residents are submitted to, one at the beginning and another at the end of the neurology residency program, the National Board Exam and neurology examination, respectively. The National Board Examination is a multiple-choice gender-blinded evaluation, while the neurology examination is an oral gender-unblinded evaluation. We found that 36.5% of women and 21.6% of men were in the first quartile of the National Board Examination ranking, which reflects a similar representation among top classifications when assessed through a gender-blinded examination. On the other hand, the percentage of men who were in the top classification of NE, a gender-unblinded evaluation, was more than twice as high compared to women (37.8% vs 18.3%, p < 0.05). The findings of the present study may imply that there could be a disparity in women's career progression among neurology residents in Portugal, although the recruitment seems balanced between genders.

Geographic Mapping of Gender Disparities in Authorship of Cardiovascular Literature.

BACKGROUND: Women in cardiology experience considerable gender disparities in publications, which hinders their career advancements to higher faculty and senior leadership positions. However, the extent of these disparities across different types of cardiovascular literature is not well understood. OBJECTIVES: We investigated gender differences in authorship across various cardiovascular publications over a decade and examined geographic variations in the representation of women authors. METHODS: All papers published from January 1, 2010, to December 31, 2019, in 4 major cardiovascular journals (Journal of the American College of Cardiology, European Heart Journal, Journal of the American Medical Association Cardiology, and Nature Reviews Cardiology) were reviewed. RESULTS: Of the 18,535 papers with 111,562 authors, 20.6% of the authors were women, and 47.7% of the papers had no women authors. Over 10 years, the proportion of women authors remained low (20.7% in 2010 to 21.4% in 2019), with the lowest proportion in editorial papers (14.8%) and the highest in research papers (21.8%). More women as first (34.6%) and last (47.6%) authors were affiliated with institutions in the United States compared with other countries. The proportion of women middle-order authors was higher on papers with women as first authors (29.4% vs 20.5%) or last authors (30.6% vs 21.3%), compared with papers with men as first or last authors, respectively. CONCLUSIONS: Over the past decade, the proportion of women authors across all article types in major cardiovascular journals remained low. A call to action is needed to promote women in cardiology and provide them with equitable opportunities.

Determinants of financial inclusion gaps in Pakistan and implications for achieving SDGs.

This study investigates the determinants of gender disparities in financial inclusion in Pakistan using Global Findex 2021 survey data. We aim to quantify gender gaps in financial access and use, and to analyze the socio-economic factors influencing these disparities. Grounded in Sen's capability approach and behavioral economics, we employ logistic regression to examine how gender influences the ownership and usage of financial products. Our results reveal significant gender gaps: only 13% of Pakistani women have financial accounts compared to 34% of men, with similar disparities in digital finance. Socio-economic variables like education, income, and employment are found to influence financial inclusion differently for men and women. While generally supportive of financial inclusion, these factors have a weaker effect for women, suggesting deeper societal barriers. This study adds to the global financial inclusion discourse by providing a comprehensive analysis of gender disparities in Pakistan. Our findings highlight the need for gender-sensitive policies that address these disparities to achieve Sustainable Development Goals related to gender equality and economic empowerment.

Gender income differences among general practitioners with compulsory services in early career stage in underdeveloped areas: evidence from a prospective cohort study in China.

BACKGROUND: Gender equality and the gender income gap in medicine are long-standing global problems. Although gender-related differences have been widely studied in developed countries, they remain unclear in underdeveloped regions. In 2010, China initiated a national compulsory service program (CSP) to train qualified general practitioners in rural and remote areas. This study aimed to evaluate gender income differences for early career CSP and non-CSP (NCSP) graduates in underdeveloped areas. METHODS: A cohort study was conducted with 3620 CSP and NCSP graduates from four medical universities in Central and Western China. Baseline surveys and six follow-up surveys were conducted between 2015 and 2022. Incomes, including monthly mean income and proportion of performance-based income, were measured as the key outcome variables. Multivariate linear regression models were used to identify the gender income gap. RESULTS: NCSP graduates had higher average monthly incomes than CSP graduates. In the seventh year after graduation, the average monthly income for NCSP graduates was 7859 CNY while was 5379 CNY for CSP graduates. After controlling for demographic characteristics, the gender monthly income gap for CSP graduates was expanded from the fourth year (3.0%) to the sixth year (5.9%) after graduation, and that for NCSP graduates was expanded from the fifth year (11.9%) to the seventh year (16.3%) after graduation. Regarding performance-based income, it was 58.9% for NCSP graduates and 45.8% for CSP graduates in the seventh year after graduation. After controlling for performance-based income proportion, the gender income gap was reduced from 5.9 to 4.0% in the sixth year after graduation for CSP graduates, and from 16.3 to 14.4% for NCSP graduates in the seventh year after graduation. CONCLUSION: An extensive and ever-increasing gender income gap exists among young doctors in the early stages of their careers in underdeveloped areas of China. The high proportion of performance-based income among men is one of the main explanations for the observed difference. A more explicit compensation system must be established to enhance support for female health workers.

Association Between Gender and Salary Among Pediatric Hospital Medicine Physicians.

OBJECTIVES: Gender-based disparities in salary exist in multiple fields of medicine. However, there is limited data examining gender inequities in salary in pediatric hospital medicine (PHM). Our primary objective was to assess whether gender-based salary differences exist in PHM. The secondary objective was to assess if, among women, the differences in salary varied on the basis of leadership positions or self-identified race and ethnicity. METHODS: We conducted a survey-based, cross-sectional study of pediatric hospitalists in December 2021. Our primary outcomes were base and total salary, adjusted for the reported number of average weekly work hours. We performed subanalyses by presence of a leadership position, as well as race. We used a weighted t test using inverse probability weighting to compare the outcomes between genders. RESULTS: A total of 559 eligible people responded to our survey (51.0%). After propensity score weighting, women's mean base salary was 87.7% of men's base (95% confidence interval [CI] 79.8%-96.4%, P < .01), and women's total salary was 85.6% of men's total (95% CI 73.2%-100.0%, P = .05) salary. On subgroup analysis of respondents with a leadership position, women's total salary was 80.6% of men's total salary (95% CI 68.7%-94.4%, P < .01). Although women who identified as white had base salaries that were 86.6% of white men's base salary (95% CI 78.5%-95.5%, P < .01), there was no gender-based difference noted between respondents that identified as nonwhite (88.4% [69.9%-111.7%] for base salary, 80.3% [57.2% to 112.7%]). CONCLUSIONS: Gender-based discrepancies in salary exists in PHM, which were increased among those with leadership roles. Continued work and advocacy are required to achieve salary equity within PHM.

Barriers for pregnancy and perceptions of gender discrimination of urologists in training in France: Results of a national survey.

INTRODUCTION: Gender discrimination seems more prevalent in surgery than other medical specialties. In addition, female urologists are more likely to have obstetric complications and to be discouraged from starting a family during training. The objective of this study was to determine the prevalence of perceived gender discrimination and barriers for pregnancy during fellowship, among French urology residents and fellows. MATERIAL AND METHODS: The French Association of Urologists in Training performed a national online survey between August and September 2022. Participants were assured that their participation was anonymous. Respondents were questioned on demographics, gender discrimination and on pregnancy barriers during fellowship. RESULTS: In total, 153 members answered the questionnaire out of the 427 members of the association (36%), among which 75 women (49%). Thirty nine percent of the female respondents found that their gender was a barrier in their career advancement, versus 1% of the male (P<0.0001). Forty female respondents (53%) perceived that female urologists earned less respect than their male counterparts versus 22% of the male (P<0.0001). Among the female respondents, 19 (25%) have felt that it would not be possible to become pregnant at the time they would have wanted it and 7 (9%) reported having already been threatened to lose a fellowship position in case of a pregnancy. CONCLUSION: This survey found a high prevalence of gender discrimination among French urologists in training, perceived in majority by women. Female urologists perceived obstacles and received threats when wanting to become pregnant during their training.

Analysis of science journalism reveals gender and regional disparities in coverage.

Science journalism is a critical way for the public to learn about and benefit from scientific findings. Such journalism shapes the public's view of the current state of science and legitimizes experts. Journalists can only cite and quote a limited number of sources, who they may discover in their research, including recommendations by other scientists. Biases in either process may influence who is identified and ultimately included as a source. To examine potential biases in science journalism, we analyzed 22,001 non-research articles published by Nature and compared these with Nature-published research articles with respect to predicted gender and name origin. We extracted cited authors' names and those of quoted speakers. While citations and quotations within a piece do not reflect the entire information-gathering process, they can provide insight into the demographics of visible sources. We then predicted gender and name origin of the cited authors and speakers. We compared articles with a comparator set made up of first and last authors within primary research articles in Nature and a subset of Springer Nature articles in the same time period. In our analysis, we found a skew toward quoting men in Nature science journalism. However, quotation is trending toward equal representation at a faster rate than authorship rates in academic publishing. Gender disparity in Nature quotes was dependent on the article type. We found a significant over-representation of names with predicted Celtic/English origin and under-representation of names with a predicted East Asian origin in both in extracted quotes and journal citations but dampened in citations.

Discrimination against the female surgeon in the exercise of her profession.

OBJECTIVE: To describe the discrimination experienced by the general female surgeon. METHOD: Prospective, cross-sectional and descriptive study, with a survey of 30 questions, closed, anonymous, voluntary and confidential, distributed through a link in the WhatsApp chat in a closed group of female surgeons who are members of the Asociación Mexicana de Cirugía General. RESULTS: 146 female surgeons participated, with a response rate of 58.4%. The discrimination perceived by female surgeons in training was 86 (58.9%), and 28 (19.2%) when they are already surgeons by not allowing them to perform the same procedures as their peers. Regarding the patients, discrimination against female surgeons was 72 (49.3%). They do not call them doctors, but "ladies", in 126 (86.3%), and they are asked to perform nursing duties in 120 (82.2%). On the other hand, there is also discrimination against female surgeons by nursing staff in 87 (59.6%). CONCLUSIONS: Discrimination is common in the daily surgical practice of female surgeons in all three areas: peers, patients, and nursing staff. This is an initial work, where the quantification of discrimination in Mexico is carried out. Strategies must be implemented to avoid discrimination against female surgeons and be in an environment of equality.

OBJETIVO: Describir la discriminación que vive la cirujana general en México. MÉTODO: Estudio prospectivo, transversal y descriptivo, con una encuesta de 30 preguntas cerradas, de manera anónima, voluntaria y confidencial, distribuida a través de un enlace en el chat de WhatsApp en un grupo cerrado de cirujanas de todo el país que son miembros de la Asociación Mexicana de Cirugía General. RESULTADOS: Participaron 146 cirujanas, con un porcentaje de respuesta del 58.4%. La discriminación percibida por las cirujanas en formación fue de 86 (58.9%), frente a 28 (19.2%) cuando ya son cirujanas, al no permitirles realizar los mismos procedimientos que sus pares. La discriminación por parte de los pacientes fue de 72 (49.3%). No las llaman doctoras sino «señoritas¼ en 126 (86.3%) y les solicitan hacer funciones de enfermería en 120 (82.2%). También existe discriminación hacia las cirujanas por el personal de enfermería en 87 (59.6%). CONCLUSIONES: La discriminación hacia las cirujanas es frecuente en los tres ámbitos: pares, pacientes y personal de enfermería. Este es un trabajo inicial, donde se realiza la cuantificación de la discriminación en México. Se deberán implementar las estrategias para evitar la discriminación a las cirujanas y estar en un ambiente de igualdad.