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  • Item type:Publication,
    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.
  • Item type:Publication,
    Trends in Women Authoring Editorials in Cardiothoracic Surgery Journals. Open PDF 
    (2026-05-01)
    Lee, Emily Hyunmin
    ;
    Gomes, Zoya
    ;
    Kim, Jinny Minji
    ;
    Liblik, Kiera
    ;
    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.
  • Item type:Publication,
    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.
    ;
    Sebok-Syer, Stefanie S.
    ;
    Wind, Stefanie A.
    ;
    Nord, Kristin M.
    ;
    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.
  • Item type:Publication,
    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
    ;
    Lall, Michelle D.
    ;
    Knight, Starr
    ;
    Raja, Ali S.
    ;
    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.
  • Item type:Publication,
    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.
  • Item type:Publication,
    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.
    ;
    van der Toorn, J.
    ;
    Dovidio, J.F.
    ;
    Brescoll, V.L.
    ;
    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.
  • Item type:Publication,
    Persistent gender disparity in leading dental publications across 4 decades: an observational study Open PDF 
    (2024)
    Moreno, Laura Barreto
    ;
    Franco, Marina Christ
    ;
    Karam, Sarah Arangurem
    ;
    van de Sande, Françoise Hélène
    ;
    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.
  • Item type:Publication,
    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
    ;
    Galizia, Ilaria
    ;
    Tanaka, Sonja
    ;
    Sheffel, Ashley
    ;
    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.
  • Item type:Publication,
    Visualization of gender, race, citizenship and academic performance in association with career outcomes of 15-year biomedical doctoral alumni at a public research university Open PDF 
    (2018)
    Mathur, Ambika
    ;
    Cano, Annmarie
    ;
    Kohl, Michael
    ;
    Muthunayake, Nisansala S.
    ;
    Vaidyanathan, Prassanna
    It has long been thought that biomedical doctoral students pursue careers primarily as tenure-track/tenured faculty at research institutions. Recent reports showed, however, that the majority of biomedical doctoral alumni engage in a variety of careers. Wayne State University (WSU) undertook a project to understand the career trajectories of its biomedical doctoral alumni to create programs to better prepare its students for careers in multiple pathways. Data were collected on career outcomes of WSU's biomedical doctoral alumni who graduated in a 15-year period from 1999-2014. Careers were classified into three tiers by Employment Sector, Career Types and Job Functions and career paths were examined by alumni gender, race, U.S. citizenship status, and association with certain academic characteristics. Several statistically significant differences in career paths among all demographics were found. For example, women were more likely to be in teaching and providing healthcare, men in faculty and research; Black alumni pursued careers in Government at higher rates and Whites in For-Profit careers; Asians and non-U.S. citizens spent more time in training positions than others. There was no association of academic characteristics such as GRE, GPA, and Time-to-Degree completion with careers in the two largest sectors of Academia or For-profit. Since our trainees are engaged in this rich variety of careers essential to advancing biomedical science and research nationally, it is imperative for the graduate training community to embrace all careers as successful, and transform the model for biomedical doctoral training to foster student success across this broad career spectrum.
  • Item type:Publication,
    Gender disparities in the author bylines of articles published in clinical neuropsychology journals from 1985 to 2019 Open PDF 
    (2022)
    Matchanova, Anastasia
    ;
    Avci, Gunes
    ;
    Babicz, Michelle A.
    ;
    Thompson, Jennifer L.
    ;
    Johnson, Briana
    Objective: Women are becoming more prevalent in clinical neuropsychology, but gender bias and disparities persist across multiple professional domains. This study examined potential gender disparities in historical authorship trends across commonly read journals in clinical neuropsychology. Method: Analyses were conducted on 10,531 articles published in six clinical neuropsychology journals from 1985 to 2019. Each author was coded as either a man or a woman using the OpenGenderTracking Project database. Results: On average, women comprised 43.3% (±30.6) of the authors listed in clinical neuropsychology article bylines and were lead and/or corresponding author on 50.3% of these papers. Findings varied by journal, with Child Neuropsychology having the best representation of women across several study metrics. Women comprised an increasing proportion of authors over time and the gender gap in clinical neuropsychology is smaller than was recently reported for the broader field of psychology; nevertheless, the recent rates of women as authors lag behind the prevalence of women in clinical neuropsychology. Encouragingly, gender was not associated with the number of times an article was cited. Articles that included women in leadership roles had significantly more authors overall and specifically more women authors. Conclusions: Women are under-represented as authors in clinical neuropsychology journals, but they are becoming more common and their papers are cited just as frequently as men. Efforts to increase women as research mentors and sponsors may help to further close the publishing gender gap in clinical neuropsychology.