Challenging democracy : international perspectives on gender, education and citizenship
Bibliographic record
Abstract
Introduction: Feminist Perspectives on Democracy and Education Part 1: Contemporary Feminist Frameworks on the Nature of Citizenship 1. Feminism and Democracy Sheila Rowbotham 2.Is Citizenship Gendered? Sylvia Walby 3. Women, Citizenship and Difference Nira Yuval Davis 4. Citizenship, Identity and Social justice the intersection of feminism and post-colonial academic discourses Ann Brooks 5. Gendered Citizenry: new feminist perspectives on education and citizenship Madeleine Arnot Part 2: The Construction of the Gendered Citizen 6. Citizens, Stakeholders and Life-Long Learning: gendered discourses of promise and exclusion Melanie Samson and Elaine Unterhalter 7. State and Customary Laws: contradictions for feminism in post-apartheid South Africa Penny Enslin 8. Democracy Exposed: the gendered regulation of teachers' political identities in Britain Jo-Anne Dillabough 9. From Pupil to Citizen: a gendered route Janet Holland, Elina Lahelma and Tuhla Gordon Part 3: Private Identities and Public Identifications 10. Public and Private Citizens student teachers' perspectives on contemporary gender relations in the UK Gabrielle Ivinson and Madeleine Arnot 11. Mothering and Citizenship: educational conflicts in Portugal Helena Araujo 12. The Dialectic of Desire and Threat in the Schooling of Girls for Citizenship Victoria Foster 13. Citizenship, Values and Education: the voicecs of young women in Argentina Gloria Bonder 14. Gender, Identity and the Racialised Other: children's representations of the First Nations people in Canada Jo-Anne Dillabough Part 4: Educating for Civic Activism 15. Feminist Critiques of Democracy: implications for citizenship education Kiki Deliyanni 16. Representations of Gender in Education for Citizenship Sheila Miles 17. Social Studies and Feminism Nell Noddings 18. Democratic Schools, Gender and Equality: an international perspective Lynn Davies 19. Sexuality and Citizenship: a schooling agenda Sue Lees 20. On-line Warriors for Civilisation: gender citizenship and postmodernity Jane Kenway
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.012 |
| Scholarly communication | 0.013 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.024 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".