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
Pour supporter les difficultés qu’elles rencontrent au quotidien en raison de leur voile, les musulmanes que nous avons interrogées mobilisent une représentation originale du problème du voile en France : le thème religieux de la patience face à l’épreuve. Bien loin d’un appel à la mobilisation collective au nom de l’islam, il relève plutôt de « ce que Weber appelait la “théodicée de la souffrance” [soit] la manière dont la religion donne un sens à la souffrance, la transformant de cause de révolution [ou, plus modestement, de protestation] en véhicule de rédemption » (Peter Berger). Après avoir montré comment la stigmatisation des musulmanes voilées est transfigurée en « épreuve » par le discours religieux, nous identifions les usages qu’elles font de ce thème et les raisons pour lesquelles elles peuvent s’y retrouver.
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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