Bibliographic record
Abstract
Ce colloque est l’edition 2007 des rencontres SAGEO (Spatial Analysis and Geomatics), qui ont lieu tous les ans depuis 20051. Il a ete organise conjointement par le GDR SIGMA-CASSINI2 et le GDRE S43. Il s’est attache cette annee a presenter les travaux de recherche liant geomatique et territoire. Il a ete jumele avec la Conference quebeco-francaise pour le developpement de la geomatique (CQFD-Geo), en lien avec le reseau Geoide (Geomatics for Informed Decisions), a la suite d’une premiere conference qui s’est deroulee sous forme d’ateliers en mai-juin 2005 a Quebec sur le theme : « Usage des representations spatiales dans les demarches participatives ». SAGEO 2007 a ete complete cette annee par des « Ateliers chercheur/acteur », qui se sont deroules
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.
How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".