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
Hofmannophila pseudospretella (Stainton, 1849) COMMON NAME(S): Brown House Moth or Large Common Tubic moth. SYNONYM(S): Gelechia improbella Walker, 1869a; Litoides punctipinguinella Bruand, 1856. IUCN STATUS: Not Evaluated (NE). DISTRIBUTION: Australia, Austria, Belarus, Belgium, Bulgaria, Canada (British Columbia), Chile, Czech Republic, Denmark, Estonia, Finland, France, Germany, Great Britain, Greenland, Hungary, Iceland, Ireland, Italy, Latvia, Lithuania, Luxembourg, Netherlands, New Zealand, Norway, Poland, Portugal, Romania, Russia, Slovakia, Sweden, Switzerland, Taiwan, Ukraine, USA (California, Washington, Oregon, Nevada), Zambia. LOCALITY IN ZAMBIA: ‘Lusaka’, in Lusaka Province. LARVAL HOSTPLANT(S): A stored products pest as larva. Probably originally native to Asia, the synanthropic Brown House Moth has been introduced to other regions by human activity and is found almost worldwide today. Caterpillars feed on cereals (including maize, oatmeal, pearl barley and rice) and other seeds, potatoes, furs and dog biscuits. SOURCES: Zambia Plant Pests and Disease Act 2017.
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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.076 | 0.101 |
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