Insects of Ojibway Prairie, a southern Ontario tallgrass prairie
Bibliographic record
Abstract
This chapter describes the insect fauna of Ojibway Prairie, a tallgrass prairie complex in southern Ontario, highlighting the tallgrass-dependent and tallgrass-associated species among the over 2,000 insect species found there so far. The presence of tallgrass-dependent and tallgrass-associated species reflects Ojibway Prairie's status as a fragment of a formerly more continuous grassland and thus supports the prairie peninsula hypothesis. The chapter includes a discussion of insect species associated with other southern Ontario tallgrass prairie sites and compares these species with those found in Ojibway Prairie. Also discussed are rare species found at Ojibway Prairie but not associated specifically with tallgrass habitats. Forty-four insect species new to Canada or new to Ontario (1 Orthoptera, 3 Hemiptera, 10 Coleoptera, 16 Diptera, and 14 Hymenoptera) are recorded from Ojibway Prairie.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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; 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".