Spread of Two North American Goldenrod Species (Solidago canadensis L. and S. gigantea Aiton, Compositae) in the City of Ryazan
Bibliographic record
Abstract
Abstract The study of the flora of the city of Ryazan using the grid mapping method with the cell size of 1.4 km2 (latitude 0.01°, 1290 m; longitude 0.02°, 1110 m), allowed us to reveal the presence of Solidago canadensis in all of the 97 surveyed cells. The use of electronic resources (iNaturalist and Yandex Maps) resulted in its detection in another 16 cells; S. gigantea was found in 13 cells. The highest number of S. canadensis individuals and the largest area of their spread were observed in the city outskirts, which have rather recently become cultivated for growing the grain crops (approximately 10 years ago). S. canadensis often dominates on fallow lands included within the boundaries of the urban agglomeration. The major role in the Canadian goldenrod spread is played by multiple individually cultivated community gardens, as well as flower gardens and planted areas in private space. No appreciable dispersal of S. gigantea has been yet observed in Ryazan; the species forms small populations.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".