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
In his Tableau de l’amour considéré dans l’estat du mariage Nicolas Venette devotes the last section of his medical text to questions of sexual dysfunction or sexual malformation and the socio-legal implications that ensued for the afflicted. Like book-ends, the bodies of the eunuch and the hermaphrodite display the visible signs of sexual deformity yet, in Venette’s view, these deformities, based largely on external and arbitrary signs, can be deceptive and should not prevent those who wish to marry or to take holy orders to do so. Rather than exclude from social discourse the sexually deficient, the non-productive couple and the impotent in general, Venette, through the spectacular plight of the eunuch and the hermaphrodite, makes a valiant attempt to moderate the powerful voices of church and state and bring into the social fold not only the severely deformed but all who suffer from sexual dysfunction and impotence.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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