Le programme Reman de Liebherr: Une solution pour tous les âges de la machine
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
Le site Liebherr d'Ettlingen - integre a la division des composants du groupe - est le centre de competences en matiere de reconditionnement. Il recoit des organes du monde entier: moteurs Diesel, transmissions, entrainements de giration, reducteurs, pompes et moteurs hydrauliques, verins hydrauliques et essieux. Liebherr-Ettlingen produit des pieces de rechange et reconditionne les pieces detachees ainsi que les composants des utilisateurs. L'augmentation de l'activite du groupe, qui repose sur une forte croissance mondiale, a permis de creer des centres de reconditionnement du meme type au Canada, au Bresil et en Russie. Il est prevu d'en ouvrir d'autres en Afrique du Sud, en Chine et en Australie.
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 | 0.001 | 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 | 0.000 |
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