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Record W4391908044 · doi:10.1353/ff.2008.a256913

Removing Barriers: Women in Academic Science, Technology, Engineering and Mathematics , and: Women, Gender, and Technology , and: Science and Social Inequality: Feminist and Postcolonial Issues (review)

2008· article· en· W4391908044 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueNWSA Journal · 2008
Typearticle
Languageen
FieldSocial Sciences
TopicCareer Development and Diversity
Canadian institutionsnot available
Fundersnot available
KeywordsGender inequalityInequalityWomen in scienceGender equalityGender studiesFeminismSocial inequalityScience and engineeringSociologyPolitical scienceEngineering ethicsEngineeringMathematics

Abstract

fetched live from OpenAlex

Reviewed by: Removing Barriers: Women in Academic Science, Technology, Engineering and Mathematics, and: Women, Gender, and Technology, and: Science and Social Inequality: Feminist and Postcolonial Issues Mary A. Armstrong (bio) Removing Barriers: Women in Academic Science, Technology, Engineering and Mathematics, Jill M. BystydzienskiSharon R. Bird, eds. Bloomington and Indianapolis: Indiana University Press, 2006, 347 pp., $75 hardcover, $30 paper. Women, Gender, and Technology, Mary Frank FoxDeborah G. JohnsonSue V. Rosser eds. Urbana and Chicago: University of Illinois Press, 2006, 204 pp., $55 hardcover, $20 paper. Science and Social Inequality: Feminist and Postcolonial Issues by Sandra Harding. Urbana and Chicago: University of Illinois Press, 2006, 205 pp., $40 hardcover, $20 paper. Interrogating how gender, race, sexuality, and transnational issues complexly intersect with science, technology, engineering, and mathematics (STEM) is not a new project for feminists. Yet each of the recent works reviewed here offer productive, interdisciplinary additions to the intricate landscape of these intersections, presenting valuable perspectives on the mutually transformative links between gender-based inquiry and STEM issues that lie at the heart of feminist science studies. Jill M. Bystydzienski and Sharon R. Bird’s Removing Barriers: Women in Academic Science, Technology, Engineering and Mathematics is a particularly useful and comprehensive collection that examines the persistence and seeming intractability of the under-representation of women in academic STEM areas. What makes this collection especially effective is the careful and convincing theoretical perspective by which it is informed. At the very center of Bystydzienski and Bird’s approach is the quite explicit rejection of more traditional approaches to understanding and “fixing” the problem of the underrepresentation of women in academic STEM areas. Specifically, the authors refuse to accept what they describe as “interventions that construe women as ‘the problem’ in need of change” and which [End Page 221] primarily focus on helping individual women adjust to doing science or acquiring skills they appear to lack (4). Similarly, the editors challenge the simplicity of the popular “pipeline” theory, noting that while the image of women progressively falling away from STEM careers is an apt one, the leaky pipeline model also fails to critique adequately the deeply masculinist cultural and structural barriers that are fundamentally embedded in science and engineering fields. This clear-headed approach to the problems of women and STEM success/retention allows the seventeen essays in this collection to grapple effectively with multifaceted levels of inquiry and analysis while avoiding any of the randomness or disjuncture that often plague such distinctly ambitious projects. Bystydzienski and Bird divide the work into four sections: historical issues concerning women in STEM, institutional and cultural barriers, feminist science studies, and ideas for remedies and change. The first section features essays by Sally Gregory Kohlstedt, who analyzes historical patterns concerning gender, science, and technology in the twentieth-century United States, and Amy Sue Bix, who specifically addresses the gendered history of engineering (chapters one and two, respectively). These two essays provide a valuable framework for the work that follows—work that often returns to the historical frame the better to explain the persistent exclusion of women in STEM fields. Section two foregrounds issues of race and the particular barriers faced by women of color. This section features Sally Hanson’s study of issues faced by African American women in science fields (chapter six) and Josephine Beoku-Betts’ discussion of issues encountered by African women who travel to “the West” (specifically the United States, Canada or Europe) to continue or complete STEM graduate work (chapter seven). Cogent analyses of the configurations and stubborn tenacity of cultural and structural barriers—lack of practical and abstract support, effective and ineffective pedagogical approaches, overt and covert discrimination, constricted access to resources, and limited opportunities for collaboration in research and grant-writing—make this section relevant to all feminist educators attempting to address the under-representation of women of color in STEM fields. Especially useful in this context is Sue V. Rosser’s “Using POWRE to ADVANCE: Institutional Barriers Identified by Women Scientists and Engineers” (chapter three) which usefully outlays the specific obstacles most frequently faced by women in STEM. Molly J. Dingle’s chapter on the effects of the gendered atmosphere of the college science classroom and its subsequent...

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.360
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.005
Scholarly communication0.0000.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.305
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it