Twenty-first-century motherhood : experience, identity, policy, agency
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
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
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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