<i>Linaria dalmatica</i>(L.) Miller, Dalmatian Toadflax / Linaire à feuilles larges and<i>Linaria vulgaris</i>Miller, Yellow Toadflax / Linaire vulgaire (Plantaginaceae)
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Linaria dalmatica (Dalmatian toadflax) and Linaria vulgaris (yellow toadflax) are invasive plant species that occur across most of Canada, where both species are highly competitive in agricultural and natural ecosystems. Eight confirmed insect species have been intentionally introduced for biological control of Linaria spp. This chapter reviews new knowledge on these purposely introduced biological control agents and provides an overview of the current status of this biological control programme. Species reviewed in the chapter include those that have had or are having a measurable impact on their toadflax hosts; Mecinus spp. stem-boring weevils and Rhinusa spp. stem- and root-galling weevils This chapter also reviews recent foreign exploration for additional biological control agents for Linaria spp. in Europe.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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 it