Cybocephalus zakotus T. R. Smith in T. R. Smith & Cave 2007
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
Cybocephalus zakotus T. R. Smith (Fig. 144–152) Cybocephalus zakotus T. R. Smith in Smith and Cave 2007b: 847. Distribution. Western North America from British Columbia, Canada, south to Jalisco, Mexico, and as far east as Texas, USA. Hosts. Diaspididae: Aulacaspis tubercularis Newstead, Chionaspis pinifolia (Fitch). Remarks. A large series of these beetles were found feeding on A. tubercularis infesting mangoes (Mangifera indica L.) in a commercial mango orchard near Las Varas, Mexico. In British Columbia, Canada, this species was collected on Pinus ponderosa Dougl. Ex Laws. with label data stating that the beetles were feeding on immature C. pinifolia.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.030 | 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 it