Bibliographic record
Abstract
The Johnson GEO CENTRE is a geological museum in St. John’s. It was built by Mr. Paul Johnson, a retired St. John’s businessman and philanthropist, after he became captivated by geology. The uniquely constructed CENTRE has several exhibits that explain the fundamentals of geoscience, demonstrate Earth history through the geology of Newfoundland and Labrador, show the evolution and world-wide migration of human beings, and emphasize the importance of Earth resources and good stewardship to the future of Earth’s peoples. Students are welcomed by entertaining, curriculum-based, geo-education programs. These and other public-awareness-of-geo-science activities are the main focus for GEO’s dedicated staff and volunteers. SOMMAIRE Le Johnson Geo Centre est un musee geologique situe a St. John’s. Il a ete construit par M. Paul Johnson, un homme d’affaire a la retraite et philanthrope, apres qu’il se fut passionne pour la geologie. La construction unique du Centre comporte plusieurs expositions qui expliquent les principes de base des geosciences; decrivent l’histoire de la Terre en s’appuyant sur la geologie de Terre-Neuve et Labrador; montrent l’evolution humaine et ses grandes migrations; et soulignent l’importance des ressources terrestres et la necessite d’une bonne intendance a cet egard, pour l’avenir des peuples de la Terre. Les programmes de geo-education du Centre offrent aux etudiants des contenus amusants et adaptes a leur niveau academique. Ces programmes et autres activites de sensibilisation du public aux geosciences constituent le principal centre d’interet des employes et benevoles devoues du Geo .
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.279 | 0.056 |
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".