Bibliographic record
Abstract
The flag of the City of Portage la Prairie is a Canadian pale design of green-white-green, with its coat of arms in its centre, five-eighths the height of the flag.The simple shield has a horizontal top and simply-curved sides forming a pointed "U" shape.It has a green field, crossed near the top and bottom by a wavy blue horizontal stripe bordered in white.In the centre are two wheat sheaves, side by side, in yellow with bands of red.Above the shield is a knight's helmet in blue with red and white details; around it and draping alongside the upper sides of the shield is mantling in green and white.Atop the helmet is a torse of white and green, atop that is a green mound with a circlet of three maple leaves in red, and above all is a Canada goose (Branta canadensis) in green and white with black details, rising in flight toward the hoist.Below the shield curves a yellow scroll curled at each end to show a red back, inscribed PROGRESS in black serifed letters. SYMBOLISM:The two wheat sheaves on green represent agriculture, an important local economic resource; they derive from the city's 1880 seal, as does the motto.The wavy blue and white stripes represent the Assiniboine River and Lake Manitoba.The first European explorers in this area were
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.054 | 0.008 |
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".