Bibliographic record
Abstract
Figures and Tables figures 1.1 Cornelius Krieghoff (1815-72), Breaking Lent (or A Friday's Surprise) c. 1847.Source: McCord Museum, copied for Watson Art Gallery 1936-37 (Wm.Notman & Son 1936-37) 4 2.1 The village of St-Joseph-de-Beauce around 1850.Adapted from a reconstitution in the archives of the Société du patrimoine des Beaucerons.Drawn by local historian Abbé Jean-Thomas Nadeau in 1929 38 2.2 Plan of the village of St-Joseph, 1888.Adapted from the Plan officiel de la paroisse de Saint-Joseph en vigeur le 25 février 1888 in the archives of the Société du patrimoine des Beaucerons.Société du patrimoine des Beaucerons.PR 34-C59-0 39 2.3 Aerial view of St-Joseph-de-Beauce in 2013.Source: Ville de St-Joseph-de-Beauce 41 2.4
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.014 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.803 | 0.721 |
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; the direct Gemma label and the distilled Codex classifier 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".