Bibliographic record
Abstract
Citation (2012), "Advances in Gender Research", Texler Segal, M., Ngan-Ling Chow, E. and Demos, V. (Ed.) Social Production and Reproduction at the Interface of Public and Private Spheres (Advances in Gender Research, Vol. 16), Emerald Group Publishing Limited, Bingley, p. ii. https://doi.org/10.1108/S1529-2126(2012)0000016019 Publisher: Emerald Group Publishing Limited Copyright © 2012, Emerald Group Publishing Limited Book Chapters Social Production and Reproduction at the Interface of Public and Private Spheres Advances in Gender Research Advances in Gender Research Copyright Page List of Contributors Information for Authors Introducing Social Production and Reproduction at the Interface of Public and Private Spheres Gendered Desire and Heteronormativity in the Transnational Matchmaking Process Transnationalism, Motherhood, and Entrepreneurship: Chinese Women in Spain Living Culture and Making Relationships: Mothers and Daughters Negotiate Sexuality in Indonesia and Canada Single Mothering in Poverty: Black Feminist Considerations Neoliberalism and the Feminization of Family Survival: The Happiness Project in Four Chinese Villages Work-to-Family Conflict and Women's Construction of Work/Family Roles in Post-Mao China Doing it all: The Effects of Gender, Rank, and Department Climate on Work–Family Conflict for Faculty at Liberal Arts Colleges Empirical Study of Gender Occupational Segregation of Rural-Urban Migrant Workers in China Gender Discourse in the Cultural Context of Globalization: Transmission, Conflict, and Discourse Competition Learning and Identity: Life, Work and Citizenship Beyond the State: Legitimatizing Gender Equity in Education in Taiwan Globalization, Activism, and Local Contexts: Development of Policy on Domestic Violence in China and England About the Authors
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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 | 0.008 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.013 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.009 | 0.011 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.050 | 0.017 |
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".