Biology of invasive alien plants in Canada. 13. <i>Stratiotes aloides</i> L.
Bibliographic record
Abstract
The freshwater aquatic plant species Stratiotes aloides (water soldier) is native to Europe and central Asia, where it occurs in seasonally pleustonic or submergent populations. It has been imported into and cultivated in Canada as an ornamental plant. Recently it has been found escaped or persisting at five locations in south-central Ontario. A large population has established in the Trent River where it was likely present for several years prior to its discovery in 2008. The tendency of S. aloides to form dense floating mats can alter aquatic communities through competition and allelopathy, and is likely to inhibit navigation and recreational activities in the Great Lakes-St. Lawrence drainage system should it spread more widely in eastern North America. In Europe it is often abundant in ditches where it impedes flow and increases sedimentation. Moderate success at control has been achieved using herbicides (diquat) in the Trent River population, but manual removal has been inefficient. In spite of these control efforts, the plant is continuing to spread vegetatively downstream. An integrated management plan has been proposed to address its control by: (i) prevention of new introductions (pathway restriction); (ii) early detection and rapid response (newly established or found populations); and, (iii) eradication of known populations.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".