<i>Neolecanium cornuparvum</i> (Magnolia scale).
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
<title>Abstract</title> Magnolia scale, <italic>Neolecanium cornuparvum</italic>, is a scale insect that is native to the eastern USA, where it is a widely distributed pest of wild and ornamental <italic>Magnolia</italic> in landscapes and nurseries. In general, non-native species of <italic>Magnolia</italic> tend to be more susceptible to attack than native US species. <italic>N. cornuparvum</italic> has also been reported on <italic>Wisteria</italic> in Connecticut. The genus and species were first reported from Canada from a specimen of <italic>N. cornuparvum</italic> collected in 1998 in southern Ontario, where the insect is now an established pest of <italic>Magnolia</italic>, having probably been spread via the plant trade. An infestation of scale insects believed to be <italic>N. cornuparvum</italic> was first observed in Hawaii on <italic>Sesbania tomentosa</italic> on Kauai in August 2004; it had significant adverse effects on this endangered species.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it