Introduction: Women, Intersectionality and Diasporas
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.
Bibliographic record
Abstract
Click to increase image sizeClick to decrease image size Notes 1. Our use of 'ethnicity' encompasses, but is not limited to phenotypical markers (race) as markers defining an ethnic group. It is informed by CitationSchermerhorn's (12) definition of an ethnic group as "a collectivity … having a real or putative common ancestry, memories of a shared historical past, a cultural focus on one or more symbolic elements defined as the epitome of their peoplehood … [such as one or a combination of] kinship patterns, … religious affiliation, language, … nationality, phenotypical features [– and] some consciousness of kind among members of the group". 2. Who used secondary analysis of documents to support what is essentially a theoretical analysis. Additional informationNotes on contributorsSirma Bilge An Assistant Professor of Sociology at Université de Montréal, Sirma Bilge is also the director of the Intersectionality Research Pole at the Centre for Ethnic Studies of Montreal Universities (CEETUM). Her work engages with articulations of gender, sexualities and ethnicity within the politics of nation and race. She is currently conducting research on matrimonial practices among young people from migrant background in Montreal Ann Denis Ann Denis is a Professor of Sociology at Université d'Ottawa, Canada. Her current and recent research examine the effect of state policies on women (and their work) in the Commonwealth Caribbean and among immigrants in Canada, the use of the Internet by minority young people in Barbados and francophone Ontario, and the effects of society-centred educational practices on women studying engineering. The ISA Handbook in Contemporary Sociology: Conflict, Competition, Cooperation(Sage), co-edited with D. Kalekin-Fishman is a recent publication. Presently a member of the Executive Committee of the International Sociological Association (2006–10), she was its Vice-President, Research (2002–2006) and remains an active member of its research committees on women (RC32) and on ethnicity (RC05)
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it