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
This highly original book argues for increased recognition of pregnancy, birthing and childrearing as social activities demanding simultaneously physical, intellectual, emotional and moral work from those who undertake them. Amy Mullin considers both parenting and paid childcare, and examines the impact of disability on this work. The first chapters contest misconceptions about pregnancy and birth such as the idea that pregnancy is only valued for its end result, and not also for the process. Following chapters focus on childcare provided in different circumstances and on the needs of both providers and receivers of care. The book challenges the assumption that isolated self-sacrifice should be the norm in either pregnancy or childcare. Instead reproductive labor requires greater social support. Written from the perspective of a feminist philosopher, the book draws on the work of, and seeks to increase dialogue between, philosophers and childcare professionals, disability theorists, nurses and sociologists.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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