Plant community types of sand dunes and sand plains in selected areas of the boreal natural region /
Bibliographic record
Abstract
The Alberta Natural Heritage Information Centre (ANHIC) inventories, monitors and disseminates information on biological diversity in Alberta. Detailed data regarding provincial flora, fauna and native plant communities are collected and tracking lists have been developed to monitor elements of biodiversity that are considered rare or have other special significance. Plant communities occurring in areas of unique landforms often support small patch communities that are not well documented in the province. Consequently, information gaps were identified concerning plant communities that inhabit eolian landforms in the boreal forests. Resource Data Branch of Alberta Sustainable Resource Development contracted Wildlands Ecological Consulting Ltd. to identify and inventory plant communities of the boreal sand dunes and sand plains in Holmes Crossing Sandhills Ecological Reserve and a proposed provincial park and natural area near North Buck Lake, Alberta. These sites were chosen as representative eolian landforms
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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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".