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Female Authorship in “Women in STEM” fields: A bibliometric Analysis Open PDF
(Oxford University Press (OUP), 2026)
Swanson, Morgan E
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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.
Trends in Women Authoring Editorials in Cardiothoracic Surgery Journals. Open PDF
(2026-05-01)
Lee, Emily Hyunmin
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Gomes, Zoya
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Kim, Jinny Minji
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Liblik, Kiera
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Travis, Nicole
INTRODUCTION: Women have historically been underrepresented in leadership positions and academia in cardiothoracic surgery, creating barriers to career advancement and limiting role models for trainees. While publications are used to measure success in academia, invited articles such as editorials often represent a formal recognition of expertise. The objective of this study was to identify trends in the gender of editorial authors published in cardiothoracic surgery journals. METHODS: Editorials published between 2018 and 2022 across 16 peer-reviewed cardiothoracic surgery journals were analyzed. Author gender was estimated using a validated tool (https://gender-api.com/) with additional verification using available institutional profiles. RESULTS: In total, 806 editorials were published with a total of 1,858 authors (293 women, 16%). Women authors were predominantly from the United States of America (45%) followed by India (9%) and Germany (8%). The percentage of women first authors increased between 2018 and 2022 (P < 0.001); 9% in 2018, 9% in 2019, 17% in 2020, 16% in 2021, and 23% in 2022. A similar trend was observed for women senior authorship (P < 0.0001) (6% in 2018, 9% in 2019, 14% in 2020, 15% in 2021, and 18% in 2022) as well as for editorials with all-women authorship (P < 0.0001), increasing steadily from 9% in 2018 to 20% in 2022. CONCLUSION: Women authorship in editorials published in cardiothoracic surgery journals has steadily increased in recent years. Despite progress, women still make up less than a quarter of first and senior authors, highlighting a critical gap in gender equity in academic leadership that must be urgently addressed.
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- and Sex-equitable Submission Guidelines in Emergency Medicine Journals Are Associated with Enhanced Publication Metrics Open PDF
(California Digital Library (CDL), 2026-01-16)
Manes, Akash
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Lall, Michelle D.
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Knight, Starr
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Raja, Ali S.
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Khosa, Faisal
Introduction: Gender and sex equity-promoting (GSEP) clinical research is essential to improving diversity and inclusivity in medicine. In this study we aimed to compare journal impact metrics in emergency medicine (EM) between journals that integrated gender- and sex-based considerations and those that did not. Methods: We searched the 2023 Journal Citations Report (Clarivate Analytics) for EM journals. Submission guidelines of each EM journal were examined according to the SAGER (Sex and Gender Equity in Research) guidelines and stratified as conforming or non-conforming depending on whether at least one SAGER criterion was met. Our primary outcome measure was the journal impact factor. Secondary outcome measures included other citation and influence metrics: total citations; 5-year journal impact factor; journal citation indicator; article influence score, normalized Eigenfactor score; citable items; total articles; and immediacy index. Results: Based on our classification system informed by the SAGER criteria, most journals (66%, 31/47) were classified as non-compliant. The EM journals that conformed to the sex and gender equity guidelines were rated higher than non-conforming journals across all studied journal metrics. We found that conforming journals had a significantly higher median difference (MD) than non-conforming EM journals in total citations (MD 1,586; GSEP: 3,599 vs non-GSEP: 901); 2023 2-year journal impact factor (MD 0.8; 2.3 vs 1.4); 5-year journal impact factor (MD 0.7; 2.5 vs 1.9); article influence score (MD 0.26; 0.76 vs 0.47); normalized Eigenfactor score (MD 0.79; 1.06 vs 0.26); citable items (MD 37; 103 vs 56), and total articles (MD 41; 87 vs 42). All differences were statistically significant (P < 0.05). Conclusion: Using criteria informed by the Sex and Gender Equity in Research guidelines, most EM journals (66%) were classified as non-conforming to these guidelines. This indicates a significant gap in the integration of gender- and sex-based considerations in EM research publication practices.
Understanding the significant underrepresentation of women in radiology Open PDF
(Elsevier BV, 2026-03)
Peraka, Veena
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Raj, Karuna
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Champine, Julie
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Ozcan, Bersu
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Dogan, Basak
The aim of this systematic review is to highlight the reasons for a significant underrepresentation of women in radiology. We systematically examined the gender disparity within radiology across career stages, including medical school, residency training, and faculty positions. A comprehensive literature analysis was conducted to identify the determinants influencing female medical students' and physicians' pursuit of radiology. Despite women making up approximately half of medical school graduates, their representation in radiology remains disproportionately low. Contributing factors include a scarcity of female mentors and insufficient exposure to radiology during medical training, leading to persistent misconceptions about the specialty. Additionally, female radiology faculty members encounter challenges, including gender bias and difficulty advancing in leadership positions, which contribute to professional dissatisfaction. Strategies like the formation of Women in Radiology groups and institutional initiatives have been established to increase mentorship for female trainees and progression of faculty in their careers. The underrepresentation of women is a concern that warrants attention due to the unique collaborative and empathetic dimensions that women contribute to patient care and education. Throughout their careers, women encounter numerous obstacles that affect their exposure to, involvement in, and satisfaction with the field. Addressing these barriers is crucial for enhancing the presence and influence of women in radiology.
Advancing Women Physicians in Academic Medicine: A Scoping Review Open PDF
(2025)
Purpose: Multiple studies have described higher rates of attrition for women in academic medicine, but actionable strategies to retain women in the field have not been well studied in the current era. This study reviewed the existing literature for studied interventions to support the advancement of women physicians in academic medicine. Method: A scoping review was conducted by searching the PubMed, Embase, and Scopus databases for articles describing interventions intended to support women physicians on September 12, 2022, and updated on August 23, 2024. All articles from inception of the databases through the search dates were included. Search terms included female physician , mentoring , leadership , career development , job satisfaction , advancement , and synonyms. Articles related to inequities in patient care, interventions related to nonphysician health care workers, and studies describing sexism without measured solutions were excluded from the analysis. Kirkpatrick's framework for the evaluation of educational programs was used to further classify results by 4 levels of evaluation for an educational or training program: reaction, learning, behavior, and results. Results: A total of 2,813 articles underwent abstract screening and full-text review, with 64 articles included in the final analysis. Seven studies (10.9%) were randomized controlled trials. Only 2 studies (3.1%) specifically examined mid- or late-career women. Career development programs (15 [23.4%]), mentorship programs (10 [15.6%]), and women's interest groups (7 [10.9%]) were the most described interventions. Outcome measures were most commonly satisfaction with the intervention (22 [34.4%]), self-perceived improvement in skills (17 [26.6%]), and representation or recruitment of women into a field (12 [18.8%]). Conclusions: This study describes 64 articles of studied interventions to support the advancement of women in medicine. Additional studies are needed and should emphasize rigorous study methods, a focus on institutional solutions, and identifying and targeting the needs of women physicians beyond their early career.
A “scientific diversity” intervention to reduce gender bias in a sample of life scientists Open PDF
(American Society for Cell Biology, 2016)
Moss-Racusin, C.A.
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van der Toorn, J.
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Dovidio, J.F.
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Brescoll, V.L.
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Graham, M.J.
Mounting experimental evidence suggests that subtle gender biases favoring men contribute to the underrepresentation of women in science, technology, engineering, and mathematics (STEM), including many subfields of the life sciences. However, there are relatively few evaluations of diversity interventions designed to reduce gender biases within the STEM community. Because gender biases distort the meritocratic evaluation and advancement of students, interventions targeting instructors’ biases are particularly needed. We evaluated one such intervention, a workshop called “Scientific Diversity” that was consistent with an established framework guiding the development of diversity interventions designed to reduce biases and was administered to a sample of life science instructors (N=126) at several sessions of the National Academies Summer Institute for Undergraduate Education held nationwide. Evidence emerged indicating the efficacy of the “Scientific Diversity” work-shop, such that participants were more aware of gender bias, expressed less gender bias, and were more willing to engage in actions to reduce gender bias 2 weeks after participating in the intervention compared with 2 weeks before the intervention. Implications for diversity interventions aimed at reducing gender bias and broadening the participation of women in the life sciences are discussed. © 2016 C. A. Moss-Racusin et al. CBE—Life Sciences Education.
Persistent gender disparity in leading dental publications across 4 decades: an observational study Open PDF
(2024)
Moreno, Laura Barreto
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Franco, Marina Christ
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Karam, Sarah Arangurem
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van de Sande, Françoise Hélène
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Montagner, Anelise Fernandes
OBJECTIVES: This observational study assessed the differences in the gender of the first and last authors in the most-cited dental articles over the last 4 decades. STUDY DESIGN AND SETTING: Articles were obtained through an electronic search of the most-cited articles in dentistry by decade (total n = 400 articles). The 100 most-cited studies in each decade (1980-1989, 1990-1999, 2000-2009, and 2010-2019), with any study design, with results in dentistry were eligible. The gender of the first and last authors was determined using the Genderize database. Comparative evaluation of gender distribution in general and across the 4 decades was performed with the Chi-square test, and the contribution of variables on the citation rate of articles was performed using linear regression. RESULTS: There were statistical differences between the gender distributions, with a predominance of men in the first (83.8%) and the last (86.8%) positions (P < .001). Over the decades, there was a tendency for an increase in the proportion of women as the last author (P = .002; Chi-square trend Test), with an increase of women from 6% to 22% across the last 4 decades. However, no statistically significant differences were observed between the genders for the first author in the last 4 decades (P = .163; Chi-square trend Test). CONCLUSION: The findings indicate that men lead a large percentage of the most-cited articles in dentistry and that this trend has not shown substantial modifications over the last years. Nonetheless, for the position of last authorship, an increase in women's representativity was observed over the last decades.
Gender trends in authorships and publication impact in Academic Radiology—a 10-year perspective Open PDF
(2021)
Molwitz, I.
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Yamamura, J.
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Ozga, A.-K.
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Wedekind, I.
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Nguyen, T.-A.
Objectives: To analyze the development of publication numbers of female authors in high-, medium-, and low-impact radiological journals. Methods: In this bibliometric analysis, gender of the first (FA) and senior author (SA) was assigned to all original research articles and reviews, published in 10 high-, medium-, and low-impact radiological journals in 2007/8 and 2017/18. The adjusted event rate (AER) and adjusted odds ratio (AOR) were calculated using mixed logistic and multinomial logistic regression models to assess and compare female publications according to impact factor, journal, author position, and combination. Results: The proportion of female FA and female SA in N = 6979 (2007/2008) and N = 7383 (2017/2018) articles increased to 29.1% and 16.1% in 2017/2018, respectively. While most female authorships were continuously observed in medium-impact journals, the strongest increase occurred for both female FA (AOR 2.0; p <.0001) and SA (AOR 2.1; p <.0001) in low-impact journals. Female SA published significantly more often in a low- (AOR 1.5) or medium- (AOR 1.8) than in a high-ranking journal. Among the high-ranking journals, female FA published most frequently in European Radiology (32.4%; 95% CI [29.3–35.8]; p <.0001), female SA in Investigative Radiology (15.9%; 95% CI [13.7–18.4]; p <.0001). Male same-sex authorships decreased (AOR 0.9), but remained at least twice as common as all-female or mixed authorships. Conclusion: The increase in female authorship is reflected in all impact areas. Female FA and SA increased most in low-ranking journals but are most common in medium-ranking journals. Female SA remain rare, especially in high impact journals. Key Points: • Compared to the proportion of female radiologists worldwide, female senior authors are underrepresented in all impact areas, in particular in high-impact journals. • Among the included high-ranking radiological journals, female first authors and senior authors were strongest represented in European Radiology and Investigative Radiology, while across all impact areas they mostly published in medium-ranking journals. • Female author combinations were more frequent in low- and medium- than in high-ranking journals, whereas male author combinations remained more common than female senior author collaborations in all impact areas. © 2021, The Author(s).
The gender and geography of publishing: a review of sex/gender reporting and author representation in leading general medical and global health journals Open PDF
(2021)
Merriman, Rebekah
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Galizia, Ilaria
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Tanaka, Sonja
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Sheffel, Ashley
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Buse, Kent
INTRODUCTION: Diverse gender and geographical representation matters in research. We aimed to review medical and global health journals' sex/gender reporting, and the gender and geography of authorship. METHODS: 542 research and non-research articles from 14 selected journals were reviewed using a retrospective survey design. Paper screening and systematic data extraction was conducted with descriptive statistics and regression analyses calculated from the coded data. Outcome measures were journal characteristics, the extent to which published articles met sex/gender reporting guidelines, plus author gender and location of their affiliated institution. RESULTS: Five of the fourteen journals explicitly encourage sex/gender analysis in their author instructions, but this did not lead to increased sex/gender reporting beyond the gender of study participants (OR=3.69; p=0.000 (CI 1.79 to 7.60)). Just over half of research articles presented some level of sex/gender analysis, while 40% mentioned sex/gender in their discussion. Articles with women first and last authors were 2.4 times more likely to discuss sex/gender than articles with men in those positions (p=0.035 (CI 1.062 to 5.348)). First and last authors from high-income countries (HICs) were 19 times as prevalent as authors from low-income countries; and women from low-income and middle-income countries were at a disadvantage in terms of the impact factor of the journals they published in. CONCLUSION: Global health and medical research fails to consistently apply a sex/gender lens and remains largely the preserve of authors in HIC. Collaborative partnerships and funding support are needed to promote gender-sensitive research and dismantle historical power dynamics in authorship.

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