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Female Authorship in “Women in STEM” fields: A bibliometric Analysis Open PDF
(Oxford University Press (OUP), 2026)
Swanson, Morgan E
;
Liebl, Andrea L
Women in STEM and STEM-related fields face many issues preventing their sustained inclusion and success, from as early as childhood. Many issues persist into adulthood and careers, including pay disparities, hostile workplace interactions, workload imbalances, and uneven expectations in domestic roles. A growing body of literature seeks to address and analyze female disparities by studying and publishing research related to societal and cultural issues faced by women in STEM. However, the gender of the authors of literature focusing on this type of research also matters as a woman's experience in STEM might provide a different context; equally, male allyship is imperative to furthering gains made in the field. To determine what proportion of authors publishing on female disparity in STEM fields are women, we employed a large-scale bibliometric study to examine the trends in the proportion of three metrics of female authorship on publications related to "Women in STEM" topics; specifically, we analyzed the total female authors, female first authors, and female last authors of 7240 published manuscripts. Literature published between 2000 and 2024 was accessed using a search engine with nine search terms related to issues facing women in STEM, including terms about gender parity, gender inequity, gender attrition, pay gaps, the leaky pipeline, student gender bias, and motherhood in STEM. Overall, the proportion of female authors in any position, including specifically as both first and last author, increased over the period of our study. Our results also indicate a sustained overrepresentation of female authors during the latter portions of our analysis. These results highlight an increase in female authorship on "Women in STEM" literature and demonstrate that female researchers are becoming more central in studying these topics. Although increasing female participation in subjects related to women in STEM is important for perspective, context, and solutions, male inclusion is also important to ensure buy-in in the workplace and allow an equal distribution of labor.
Gender Research Gap in Orthopaedics and Trauma Surgery: Gender-specific Disparities in Submission of Abstracts to the German Congress of Orthopaedic and Trauma Surgery from 2015 to 2024 Open PDF
(Georg Thieme Verlag KG, 2025-04-30)
Vogel, Carolina
;
Bertsch, Vera
;
Rollmann, Mika F.
;
Histing, Tina
;
Braun, Benedikt J.
Gender-specific differences also affect the subject of orthopaedics and trauma surgery (O&T). While the proportion of women studying medicine is steadily increasing, the proportion of female surgeons in O&T is only 18.6%. This underrepresentation affects not only clinics but also research and is reflected in participation in scientific annual meetings such as the German Congress for Orthopaedics and Trauma Surgery (DKOU).This retrospective study examined the gender differences in abstract submissions to the DKOU from 2015 to 2024. The anonymised data were subjected to examination regarding gender, role in submission and academic title.The overall participation of women in the 82,813 abstracts was 20%. The proportion of women among submitters was 23.3%, among presenters 24.5% and among co-authors 18.2%. In the analysis of the female cohort alone, women were more likely to be submitters and presenters than in the male cohort (p < 0.001). The proportion of female participation in abstract submissions increased by an average of 0.5% per year over the study period. However, women were significantly underrepresented at higher academic degrees, such as habilitations (7.4%), professorships (7.6%) and university professorships (5.2%).The results show that the proportion of women submitting abstracts to the DKOU largely corresponds to the percentage in the field of orthopaedics and trauma surgery (18.6% in 2022), reflecting the overall gender disparity in this specialty. If this trend analysis were applied to the general development of gender parity in orthopaedics and trauma surgery, gender-equitable staffing of medical positions could not be achieved before the year 2087. To accelerate this development, targeted measures to promote women in orthopaedics and trauma surgery are necessary. This includes dismantling structural barriers and implementing specific support programs for female surgeons pursuing academic careers.
Women in Radiology: A perspective from Spain Open PDF
(Elsevier BV, 2024-03)
Cayón Somacarrera, S.
;
Alonso Rodríguez, C.
;
del Campo del Val, L.
;
Oleaga Zufiría, L.
;
Rodríguez Carnero, P.
Abstract Introduction There are gender inequalities in all fields, including radiology. Although the situation is improving, the presence of radiologists in leadership positions continues to be a minority. The objective of this article is to analyse the situation of women in the spanish radiology, comparing it with Europe and the United States. Materials and methods We selected the years 2000-2022 as reference period to make a comparison with feminization data throughout history. In addition, relevant specific data from the just begun 2023 were also included. The variables in which we investigated feminization were the following: medical students, medical graduates, radiology residents and specialists, section chiefs, department chairs, radiology residency programme directors, radiology university professors, presidents of the main radiological entities and societies in Spain, Europe and the United States, recipients of the main awards given by these radiological societies and chief editors of their journals. In order to perform this analysis we conducted an in-depth bibliographic research, we contacted the radiological societies of Spain, Europe and the USA and we carried out a survey in the main Spanish radiology departments. Results The female presence in radiology decreases as we rise to leadership positions, a situation that is patent in Spain, Europe and the US, comparison that will be analysed in depth throughout the article. In Spanish hospitals in 2021 there were 58.1% female radiology residents, 55% female radiologists, 42.9% female section chiefs and 24.4% female department chairs. In SERAM’s history there have been 10% female presidents, 22% female gold medallists and 5% female editors-in-chief. If we analyse data from 2000 to 2023, female presidents reach 32% and female gold medallists 31%. Conclusions Although gender inequality is declining, in radiology women continue to be underrepresented in leadership positions. Work must be done in order to build a diverse and inclusive profession that reflects demographic reality. Resumen Introducción Existen desigualdades por razón de género en todos los ámbitos, incluyendo en la radiología. Aunque la situación está mejorando, la presencia de radiólogas en puestos de liderazgo continúa siendo minoritaria. El objetivo de este artículo es analizar la situación de la mujer en la radiología española, comparándola con Europa y EE.UU. Materiales y métodos Seleccionamos como franja de referencia los años 2000–2022 para hacer una comparación con datos de feminización a lo largo de la historia. Además también se incluyeron datos puntuales relevantes del recién comenzado 2023. Las variables en las que investigamos la feminización fueron las siguientes: estudiantes de medicina, médicos graduados, residentes y especialistas en radiodiagnóstico, jefes de sección, jefes de servicio, tutores de residentes de radiodiagnóstico, radiólogos profesores universitarios, presidentes de las principales entidades y sociedades radiológicas de España, Europa y EE.UU, receptores de los principales galardones de dichas sociedades radiológicas y editores jefe de sus revistas. Para ello realizamos una amplia búsqueda bibliográfica, contactamos con las sociedades radiológicas de España, Europa y EE.UU y realizamos una encuesta a los principales servicios de radiodiagnóstico de España. Resultados La presencia femenina en radiología va disminuyendo a medida que ascendemos a puestos de liderazgo, situación que se constata tanto en España como en Europa y EE.UU, comparativa que analizaremos en profundidad a lo largo del artículo. En los hospitales españoles en el año 2021 había un 58,1% de mujeres residentes de radiodiagnóstico, 55% de radiólogas, 42,9% de jefas de sección y 24,4% de jefas de servicio. En la historia de la SERAM ha habido un 10% de mujeres presidentas, un 22% de mujeres medallas de oro y un 5% de editoras jefe. Analizando los datos del año 2000 al 2023 el porcentaje de presidentas alcanza el 32% y las mujeres medallas de oro el 31%. Conclusiones Aunque la desigualdad de género está disminuyendo, en radiología las mujeres continúan estando infrarrepresentadas en puestos de liderazgo. Es preciso trabajar para crear una profesión diversa e inclusiva que refleje la realidad demográfica.
Diferencias de género en Anestesiología. ¿En qué punto nos encontramos en España? Resultados de una encuesta nacional Open PDF
(Elsevier BV, 2020-08)
Aliaño, M.
;
Franco, G.
;
Gilsanz, F.
Resumen Objetivo En la última década se han publicado numerosos trabajos en los que se pone de manifiesto la persistencia de diferencias de género en medicina. La finalidad de este estudio fue investigar si este problema existe en la especialidad de Anestesiología en España. Métodos El estudio se llevó a cabo mediante una encuesta anónima que se distribuyó entre los especialistas en Anestesiología. El cuestionario estaba formado por 39 preguntas diseñadas para investigar la situación profesional, laboral y personal, así como las percepciones individuales en relación con la discriminación de género en el trabajo. Resultados Se incluyeron 1.619 encuestas, lo que representa el 17,6% del total de anestesiólogos de España; 654 participantes fueron hombres (40,4%) y 965 mujeres (59,6%). Las mayores diferencias fueron observadas en las siguientes áreas: el 70,0% de participantes informaron de que su jefe de servicio es un hombre. En relación con los puestos de liderazgo, el 25,2% de las mujeres que respondieron a la encuesta habían desempeñado algún puesto de confianza frente al 46,1% de los hombres (p < 0,001). En cuanto a la posición académica, el 10,3% de los hombres respondieron ser profesores de universidad en contraste con el 4,8% de mujeres (p < 0,001). El 46,0% de las mujeres que participaron en la encuesta piensan que existe discriminación de género en su profesión, mientras que solo el 12,6% de los hombres lo reconocieron. Un tercio de las mujeres (36,6%) consideran su condición de género una barrera para promocionar y tienen miedo de perder su trabajo por quedarse embarazadas. Además, tanto hombres como mujeres han presenciado un trato diferente por parte de pacientes y personal sanitario hacia sus compañeras anestesiólogas. Conclusión Los resultados de esta encuesta demuestran que existe una brecha de género en Anestesiología en España. En concreto, las mujeres están poco representadas en puestos académicos y de liderazgo, y un porcentaje considerable de encuestados perciben diferencias de género en el trabajo. Este estudio puede servir para monitorizar futuros cambios en nuestro país y como ejemplo para investigaciones en otros países vecinos. Abstract Objective Publications of diverse medical specialties confirm that gender differences still exist in the medical field. This particular study aims to investigate whether this problem exists in the specialty of Anaesthesiology in Spain. Methods An anonymous survey was distributed among anaesthesiologists in Spain. It had 39 questions and was designed to investigate professional position, work conditions, personal situation, and individual perceptions. The goal was to target the majority of anaesthesiologists working in Spain. Results Completed surveys were received from 1,619 respondents which represents 17.6% of the total number of anaesthesiologists in Spain; 654 respondents were male (40.4%) and 965 were female (59.6%). The greater differences were found in the following areas: 70.0% of the respondents advised that their head of department is male. When asked about management and leadership positions, 25.2% of female respondents had ever had any management role in contrast to 46.1% of men (p < 0.001). Regarding academic positions, 10.3% of male respondents are university professors in contrast to only 4.8% of women (p < 0.001). 46.0% of the women surveyed believe that gender discrimination exists in the workplace whereas only 12.6% of men reported the same. A third of women (36.6%) consider their gender a barrier to promotion and fear losing their job due to pregnancy. Furthermore, both genders have witnessed patients and colleagues treating staff differently according to gender. Conclusion The results of the survey show the existence of a gender gap among Spanish anaesthesiologists. Of particular note, women are under-represented in academic and leadership positions. Additionally, a considerable percentage of respondents perceive gender-based discrimination to be active in their workplaces. This study could serve as a template for future research in other neighbouring countries and as a means to monitor any changes in coming years.
Examining Differential Rater Functioning and Bias in the Holistic Review of Residency Applications Open PDF
(Journal of Graduate Medical Education, 2026-06)
Barnes, Leandra A.
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Sebok-Syer, Stefanie S.
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Wind, Stefanie A.
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Nord, Kristin M.
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Laidlaw, Kathrina
BACKGROUND: The impact of rater bias in applicant selection for residency interviews using holistic review is poorly understood. OBJECTIVE: To measure faculty raters' bias toward applicant gender and underrepresented in medicine (URiM) status in their recommendations to offer residency interviews. METHODS: In this cross-sectional study, applicant (n=3875) and faculty rater (n=69) data within a single institution's dermatology residency application database from 2014 to 2023 were examined for differences in rater judgments to interview applicants as measured by logits (ie, a standardized unit of scoring difference) using the many-facet Rasch model, a statistical method that accounts for variations among raters, applicants, and scoring for applicant gender (23% women, 14% men, and 63% unknown) and URiM status (26% White, 21% non-White non-URiM, 12% URiM, 41% unknown). RESULTS: Rater bias, as measured in logits using the rater severity measure, was minimal for applicant gender (-0.12, 0.08 logits) and URiM status (-0.07, 0.04 logits). However, raters were more lenient (ie, likely to favor an interview) when the applicant's and rater's gender (-1.74 logits, SE 0.05) or URiM status (-0.46 logits, SE 0.05) were concordant. Conversely, raters were more severe (ie, unlikely to favor an interview) when discordant on gender (1.74 logits, SE 0.05) or URiM status (0.46 logits, SE 0.05). More than 50% of individual raters exhibited substantial gender bias, and approximately 33% for URiM status bias when concordant. CONCLUSIONS: Raters were more likely to favor offering interview invitations to applicants with concordant gender or URiM status and less likely to favor interviewing applicants with discordant gender or URiM status.
Gender bias in guidelines and recommendations on rheumatology in Argentina: A bibliometric analysis Open PDF
(Elsevier BV, 2026-05)
Navarro, Belén
;
Sequeira, Gabriel
;
Kerzberg, Eduardo
Abstract Introduction Women constitute the majority in Argentine rheumatology research, but their participation in rheumatology guidelines and recommendations (RGRs) has not been evaluated. Objective To analyze women's representation in RGRs published between 2010 and 2024 that included at least one Argentine rheumatologist. Methods Cross-sectional bibliometric study of rheumatology guidelines and recommendations published between January 1, 2010, and December 31, 2024, including at least one rheumatologist affiliated with an Argentine center. Publications were identified through searches in PubMed, the Revista Argentina de Reumatología, and Google Scholar using predefined affiliation-based keywords. The main study variables were author gender, first and corresponding authorship, guideline classification national (NAC) or international (INT), and declared conflicts of interest with the pharmaceutical industry. Descriptive analyses were performed, and group comparisons were conducted using the Mann–Whitney U test and chi-square test. Results Eighty-seven RGRs were analyzed (79% INT), with a median publication year of 2021. Of 526 authors, 274 (52%) were women. In NAC RGRs, 57% of authors were women versus 43% in INT (p = 0.003). Among 25 first authors based in Argentina, 11 (44%) were women; among 12 corresponding authors, 5 (42%) were women. COIs were reported in 24 RGRs, totaling 59 declarations, 37 (63%) from men. Conclusions Although women are the majority among Argentine rheumatology researchers, their representation decreases in international publications and leadership roles. Conflicts of interest show a gender bias favoring men. Resumen Introducción Las mujeres son mayoría en la investigación reumatológica argentina, pero no se ha evaluado su participación en las guías y recomendaciones en reumatología (GRR). Objetivo Analizar la representación femenina en las GRR publicadas entre 2010 y 2024 que incluyeran al menos un/a reumatólogo/a con afiliación en Argentina (ARG). Métodos Estudio bibliométrico transversal de GRR en reumatología publicadas entre el 1 de enero de 2010 y el 31 de diciembre de 2024 que incluyeron al menos un/a reumatólogo/a ARG. Las publicaciones fueron identificadas mediante búsqueda en PubMed, Revista Argentina de Reumatología y Google Scholar utilizando combinaciones predefinidas en el campo de afiliación. Se registraron el género de los autores, la autoría principal y de correspondencia, la clasificación de la guía como nacional (NAC) o internacional (INT), y los conflictos de interés (COI) declarados. Se realizaron análisis descriptivos y comparativos (Mann–Whitney U y chi-cuadrado). Resultados Se analizaron 87 GRR (79% INT), con mediana de publicación en 2021. De 526 autores, 274 (52%) fueron mujeres. En las GRR NAC, el 57% de los autores fueron mujeres vs 43% en las INT (p = 0,003). Entre los primeros autores ARG, el 44% fueron mujeres; entre los autores de correspondencia, el 42%. Se declararon COI en 24 GRR (59 declaraciones), 63% correspondientes a hombres. Conclusiones La participación femenina es mayoritaria en las GRR NAC, menor en las INT y en los roles de liderazgo. Los COI muestran un sesgo de género favorable a los hombres.
Are there gender differences in academic medical career aspirations related to research, mentoring and discrimination? A national cross-sectional study of French medical residents Open PDF
(BMJ, 2026-05)
Deledalle, Aurore
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Congard, Anne
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Bour, Valentine
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Sarda, Élisa
;
Cohen, Fleur
OBJECTIVES: Academic medical careers remain marked by persistent gender inequalities, despite the growing feminisation of the medical workforce. The objective of this study was to examine whether gender differences exist in key individual and institutional determinants of academic medical career aspirations among medical residents, including research motivation, mentoring, work centrality, self-efficacy, perceived discrimination and stress. DESIGN: This was a national cross-sectional online survey. SETTING: Multicentre study conducted across 36 medical schools in France. PARTICIPANTS: A total of 1570 medical residents (997 women and 573 men) voluntarily participated between November 2022 and February 2023. All participants completed validated self-report questionnaires. There were no exclusion criteria beyond being enrolled in a French residency programme. PRIMARY AND SECONDARY OUTCOME MEASURES: Attitudes towards research (interest, motivation, significance) were measured using the Scale of Attitudes towards Research. Mentoring was assessed with the Mentor-Mentee Perception Questionnaire, work centrality with Hirschfeld and Feild's scale, self-efficacy with the General Self-Efficacy Scale, perceived discrimination with the Sexual Harassment and Discrimination Experiences of Academic Medical Faculty instrument and stress with the Perceived Stress Scale. Gender differences were analysed using t-tests or χ² tests with Holm-Bonferroni corrections for multiple comparisons. RESULTS: Compared with men, women reported lower research motivation (mean (SD) 21.0 (5.5) vs 22.8 (5.5); padj=0.011), lower research interest (27.1 (5.5) vs 28.1 (5.7); padj=0.011), lower work centrality (26.7 (7.0) vs 28.2 (8.1); padj=0.011) and lower self-efficacy (28.3 (5.2) vs 29.9 (5.0); padj=0.011). Women were less likely to report having a mentor (38.5% vs 44.5%; padj=0.02). They also reported substantially higher levels of experienced gender discrimination (22.8% vs 3.8%; padj=0.005), sexual harassment (57.7% vs 18.2%; padj=0.005) and perceived stress (8.48 (3.29) vs 7.27 (3.43); padj=0.011) CONCLUSIONS: Gender differences were observed across several individual and institutional factors associated with academic medical career aspirations. Reduced access to mentoring and greater exposure to discrimination and stress among women may contribute to lower research motivation and self-efficacy. These findings highlight the need for institutional strategies addressing mentoring, workplace culture and equity to support gender parity in academic medicine.
Gender Differences in National Institutes of Health Funding for Family Medicine Faculty Open PDF
(American Board of Family Medicine (ABFM), 2026-01)
Qazi, Shurjeel Uddin
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Cawse-Lucas, Jeanne
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Hussain, Mehwish
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Khurshid, Kiran
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Khosa, Faisal
INTRODUCTION: The present study investigated the current trends of gender disparity in the National Institutes of Health (NIH) funding patterns for research within Family Medicine. METHODS: Funding data was collected from the online NIH Research Portfolio Online Reporting Tools Expenditure and Results (RePORTER) system for fiscal years 2017-2020, and information regarding each Principal Investigator (PI) was retrieved from the Scopus database and departmental websites. Mann-Whitney U and Kruskal Wallis tests were performed on collected data for statistical comparison of continuous variables. RESULTS: We analyzed 730 grants in our analysis. Amongst them, 398 (54.5%) were awarded to women PIs and 332 (45.5%) to men PIs. The mean NIH grant amount awarded to men PIs (518,862±490,793.32) was significantly higher than the mean grant amount awarded to women PIs (450,195±428,405.62) (p = 0.04). The strongest correlation between NIH funding and academic output was observed for the number of publications of men PIs. When the gender of PI and co-PI were analyzed together, there was no significant difference in the number of grants or mean grant amount. Stratification by academic degree revealed no significant difference between both genders for the mean NIH grant amount. CONCLUSION: Despite the increasing representation of women within the discipline of family medicine, men continue to receive higher average NIH grant amounts compared to women. The differences are multifactorial and may include differences in academic productivity or grant committees' heuristics. Overall, the results were promising with little evidence of significant gender disequilibrium within NIH-funding for researchers in FM.
Gender Disparities in Interventional Pain Medicine: Representation, Leadership, and Compensation Open PDF
(Wiley, 2026-05-06)
Catalanotto, Marissa
;
Kim, Serena Jiyeon
;
Javed, Saba
INTRODUCTION: Despite increasing representation of women in medicine overall, significant gender disparities persist in procedural specialties such as interventional pain medicine. Women remain underrepresented as speakers at national pain conferences and in leadership roles. Additionally, a pay gap between female and male pain physicians remains. This study aims to objectively demonstrate the above-mentioned inequities. METHODS: National conference faculty were analyzed across five major pain societies (ASRA, NANS, AAPM, ASIPP, ASPN) from 2020 to 2024 annual conference agendas. Gender was assigned based on publicly available information. Leadership roles were assessed by identifying the gender of pain fellowship program directors and pain medicine department chairs. Lastly, using the Association of American Medical Colleges (AAMC) Faculty Salary Report (2021-2024), we examined the compensation gap and difference in salary growth rates between genders. RESULTS: Across national conferences, only 25% of speakers were female, with ASRA demonstrating the most consistent female representation. Of the pain medicine fellowship programs studied, there were 36 (32.7%) female program directors and 25 (23.8%) female department chairs. Programs led by female program directors had significantly higher proportions of female faculty (OR = 1.97, CI [1.45, 2.68], p < 0.0001). Salary data revealed that at every academic rank, women in pain medicine faculty earned less than their male counterparts. Additionally, there is a statistically significant difference between the salary growth rates of male and female associate professors between 2021 and 2024 (F = 12.25, p < 0.05). CONCLUSION: Substantial gender disparities remain in visibility at national conferences, academic leadership, and compensation in pain medicine. Female-led academic programs demonstrate more gender-diverse faculties, highlighting the importance of representation in leadership. Focused efforts are needed to promote mentorship, equitable hiring, and transparency in pay and speaking opportunities to foster a more inclusive field.
Racism, sexism, and classism: The uneven terrain of student belonging in introductory biology classrooms Open PDF
(American Society for Cell Biology (ASCB), 2026-06-01)
Donham, Cristine
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Madison, Matthew J.
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Andrews, Tessa C.
;
Eddy,, Sarah L
Sense of belonging supports student success in science, technology, engineering, and mathematics (STEM), yet prior research indicates that systemic inequities shape who feels included in college classrooms. Racism, sexism, and classism can shape students' belonging, which then can impact their outcomes. We studied students' sense of belonging in 56 large introductory biology courses that used active learning, reaching more than 4900 students. We used a QuantCrit methodological framework and hierarchical linear models to examine how the intersection of racism and sexism, and racism and classism, related to three components of students' belonging. Racism impacted groups differently, and its impact varied across intersecting identities and components of belonging. Sexism undermined women's comfort sharing ideas in class and seeking instructor help across racial/ethnic groups. Women in some racial/ethnic groups experienced greater connectedness to classmates than men. Classism diminished students' sense of belonging across most racial/ethnic groups. Disaggregating students into more racial/ethnic groups revealed important differences in the experiences of Native American, Latiné, Black/African, and two groups of Asian students. These findings demonstrate that within the same classroom, students can have profoundly different experiences and challenge us to recognize the influence of intersecting forms of oppression on our students.

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