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
Examining the social, medical and cultural history of male homosexuality in Spain, this book looks at it from the time homosexuality came to be an issue of medical, legal and cultural concern. Research into homosexuality in Spain is in its infancy. The last ten or fifteen years have seen a proliferation of studies on gender in Spain but much of this work has concentrated on women's history, literature and femininity. In contrast to existing research which concentrates on literature and literary figures, "Los Invisibles" focuses on the change in cultural representation of same-sex activity of through medicalisation, social and political anxieties about race and the late emergence of homosexual sub-cultures in the last quarter of the twentieth century. As such, this book constitutes an analysis of discourses and ideas from a social history and medical history position. Much of the research for the book was supported by a grant from the Wellcome Trust to research the medicalisation of homosexuality in Spain.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.010 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.017 | 0.018 |
| Open science | 0.006 | 0.007 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.056 | 0.005 |
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