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
Beginning in the late 19th century, competing ideas about motherhood had a profound impact on the development and implementation of social welfare policies. Calls for programmes aimed at assisting and directing mothers emanated from all quarters of the globe, advanced by states and voluntary organizations, liberals and conservatives, feminists and anti-feminists – a phenomenon that scholars have since termed ‘maternalism’. This volume reassesses maternalism by providing critical reflections on prior usages of the concept, and by expanding its meaning to encompass geographical areas, political regimes and cultural concerns that scholars have rarely addressed. From Argentina, Brazil and Mexico City to France, Italy, the Netherlands, the Soviet Ukraine, the United States and Canada, these case studies offer fresh theoretical and historical perspectives within a transnational and comparative framework. As a whole, the volume demonstrates how maternalist ideologies have been employed by state actors, reformers and poor clients, with myriad political and social ramifications.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it