How children in northern Canada represent the wolverine through drawings
Bibliographic record
Abstract
Abstract This study explores the perception of wolverines, a carnivore in decline, by youths in northern Canada, the future generation of stakeholders. To accomplish this, we analysed 165 drawings from children and 22 interviews with Indigenous adults in the Northwest Territories and Quebec. Overall, children primarily drew wolverines in healthy environments, with only a minority depicting the wolverine’s environment negatively. All children demonstrated a basic understanding of the wolverine’s physical appearance and biology/ecology, with few differences in how the wolverine was depicted among the different research areas. Among interviewed adults, the ecological role played by wolverines was less prominent among the themes explored by Naskapi participants than was their role as a thief or pest, when contrasted to Dene participants. These results indicate that information about wolverine habitat or biology is still being acquired by children in areas where wolverines are extirpated, but that a lack of exposure to this species may negatively influence children’s understanding of its ecological role. These results suggest that informing the public about this carnivore’s ecological role may improve public support and, therefore, the likelihood of successful conservation programmes.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 teacher head, 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".