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
La torture inscrit violemment la victime dans le moment de sa mise à mort physique et symbolique, qui dépend entièrement de la malveillance d’autrui. Sa véritable visée est la désubjectivation de la personne par la menace de destruction de son corps ou des liens qui la rattachent à son groupe identitaire. Comme la frayeur et la douleur provoquées par la torture dépassent les limites du figurable, l’expérience de la victime est inénarrable. Ce stigmate fait en sorte que la personne, quand elle survit, peut rester sous l’emprise du bourreau, incapable de réintégrer pleinement son état de sujet. Or, la mise en récit de l’expérience et sa transmission, lesquelles participent à une forme de deuil du sujet torturé, peuvent occasionner une reconfiguration psychique de la victime qui lui permette de réintégrer le monde en tant que sujet.
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 | 0.002 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.053 | 0.033 |
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