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 grande perturbation. , Zaki Laïdi, Paris : Flammarion, 2004, 473 p. Engagée dans la mondialisation, qui la porte et dont elle ne semble pouvoir s'échapper, notre époque est marquée par un désordre généralisé, un trouble qui assaille l'ensemble des peuples de la Terre. Dans les pays du Nord, ce trouble de l'ordre mondial se manifeste comme une vive inquiétude à l'égard des délocalisations massives auxquelles les confronte ce nouvel ordre mondial, alors que c'est sous la forme d'une crainte de ne pouvoir intégrer ce jeu mondial et ainsi sombrer plus encore dans la pauvreté qu'est vécu ce trouble par les pays du Sud. Tel est le constat général qui sert de point de départ à l'analyse de Zaki Laïdi dans son dernier ouvrage, La grande perturbation .
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.011 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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