Cinq notions de télédétection aérospatiale : un exemple de structuration d’un champ terminologique
Bibliographic record
Abstract
Le point de départ de la structuration du champ terminologique est le problème posé par le terme angloaméricain ground control point dans le domaine de la télédétection aérospatiale. Le calque courant point de contrôle est en fait l'équivalent français avec point de vérification, de checkpoint. Ce mauvais usage du terme point de contrôle incite à définir rigoureusement les concepts français auxquels correspond ground control point: point d'appui et point de canevas, termes correspondant à deux notions distinctes par lesquelles ground control point se traduit en français; point de repère et amer qui entrent dans la sphère de ces notions; et enfin point de vérification et son synonyme correct point de contrôle. Ces cinq notions sont analysées ici comme constituant un champ terminologique.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.009 |
| Scholarly communication | 0.006 | 0.011 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".