Bibliographic record
Abstract
<title>Abstract</title> <italic>V. rossicum</italic> is a herbaceous perennial climbing vine native to Ukraine and southwestern European Russia. It was introduced into North America for ornamental purposes and has spread extensively throughout the lower Great Lakes Basin, particularly Lake Ontario, including New York State, USA and Ontario, Canada. Self-fertility and large numbers of wind-borne seeds ensure rapid dispersal of <italic>V. rossicum</italic> to new sites. Small patches of <italic>V. rossicum</italic> can coalesce to form very large, monospecific stands which can outcompete native vegetation resulting in a change in habitats and a decrease in biodiversity. <italic>V. rossicum</italic> is allelopathic and can alter the microbial composition in the rhizosphere preventing the growth of sensitive plant species. In the USA, competition from <italic>V. rossicum</italic> is putting pressure on the rare and endangered species <italic>Asplenium scolopendrium</italic> var. <italic>americanum</italic>. In addition to this, V. rossicum has been shown to decrease insect biodiversity and may have negative impact on the reproduction of the Monarch butterfly, <italic>Danaus plexippus</italic>.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".