Twenty-first-century motherhood : experience, identity, policy, agency
Bibliographic record
Abstract
Introduction, by Andrea O'ReillyPart I: Experience1. Chicana Mothering in the Twenty-first Century: Challenging Stereotypes and Transmitting Culture, by Jessica M. Vasquez2. Muslim Motherhood: Traditions in Changing Contexts, by Gail Murphy-Geiss3. Mothering in Fear: How Living in an Insecure-Feeling World Affects Parenting, by Ana Villalobos4. Mother-Talk: Conversations with Mothers of Female-to-Male Transgender Children, by Sarah F. Pearlman5. Queer Parenting in the New Millennium: Resisting Normal, by Rachel Epstein6. Contemporary Mothering Practices in the Context of HIV and AIDS: A South African Case, by Thenjiwe MagwazaPart II: Identity7. Ambivalence of the Motherhood Experience, by Ivana Brown8. Supermothers on Film or, Maternal Melodrama in the Twenty-first Century, by Adrienne McCormick9. Juno or Just Another Girl? Young Breeders and a New Century of Racial Politics of Motherhood, by Mary Thompson10. Taking Off the Maternal Lens: Engaging with Sara Ruddick on Men and Mothering, by Andrea Doucet11. Reproducing Possibilities: Androgenesis and Mothering Human Identity, by Deirdre M. ConditPart III: Policy12. Mothers of the Global Welfare State: How Neoliberal Globalization Affects Working Mothers in Sweden and Canada, by Honor Brabazon13. The Erosion of College Access for Low-Income Mothers, by A. Fiona Pearson14. Academic Life Balance for Mothers: Pipeline or Pipe Dream?, by Michele L. Vancour and William M. Sherman15. Exclusive Breastfeeding and Work Policies in Eldoret, Kenya, by Violet Naanyu16. Brown Bodies, White Eggs: The Politics of Cross-racial Gestational Surrogacy, by Laura Harrison17. What Will Become of Us? New Biotechnologies and the Need for Maternal Leadership, by Enola G. AirdPart IV: Agency18. From Choice to Change: Rewriting the Script of Motherhood as Maternal Activism, by Judith Stadtman Tucker19. The Mothers' Movement: The Challenges of Coalition Building in the Twenty-first Century, by Patrice DiQuinzio20. Political Labeling of Mothers: An Obstacle to Equality in Politics, by Marsha Marotta21. Racially Conscious Mothering in the Colorblind Century: Implications for African American Motherwork, by Camille Wilson Cooper22. It Takes a (Virtual) Village: Mothering on the Internet, by May Friedman23. Outlaw(ing) Motherhood: A Theory and Politic of Maternal Empowerment for the Twenty-first Century, by Andrea O'Reilly
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.013 | 0.015 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".