Bibliographic record
Abstract
Among the species investigated, the rate of spontaneous cancers of mammary glands is highest in humans and dogs (Hamilton, 1974; Owen, 1979). In addition, spontaneous mammary tumours are known to occur in strains of mice (Webster & Muller, 1994), rats (Russo et al. 1990; Sukumar, 1995) and cats (Hamilton, 1974; Kessler & von Bombard, 1997). Although both oestrogen and progesterone are known to be involved in normal mammary development as well as in the proliferative changes that occur during the oestrous or menstrual cycle, pregnancy and lactation (Going et al. 1988), only the role of oestradiol has been extensively investigated. The role of progesterone in mammary cancer is not understood and, although progesterone metabolism is known to occur in mammary tissue, the potential autocrine/paracrine role of the in situ metabolites has only recently begun to be explored in human breast tissues and cell lines (Wiebe et al. 2000).
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.
How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".