Bibliographic record
Abstract
Key to species of Psammopolia 1. Dorsal forewing gray; occurring from northern California to southwest Alaska.. 2 – Dorsal forewing gray brown to tan; occurring from Sonoma County, California to Baja California.................................................................................. 3 2. Orbicular spot oval; larger species (forewing length> 18 mm); male valve with broad expansion of mesial ventral margin; corpus bursae> 1.8× ductus bursae length................................................................................. P. wyatti – Orbicular spot nearly round; smaller species (forewing length <18 mm); mesial valve weakly expanded; corpus bursae <1.8× ductus length P. arietis 3. Orbicular spot incomplete, open along vein R and outlined in black scales; forewing dark gray brown to reddish brown; male antenna bipectinate; female corpus bursae> 1.5× length of ductus bursae.................... P. ochracea – Orbicular spot complete, pale, without dark outline; forewing cream, tan, or medium gray brown; male antenna weakly biserrate; corpus bursae equal to ductus bursae length................................................................................... 4 4. Orbicular spot round or ovoid; occurring on the central California coast north of Carmel; male cucullus wider than valve at base of clasper; female ovipositor lobes 0.4× length of ductus bursae............................... P. insolens – Orbicular an elongate oval; occurring in San Luis Obispo County; cucullus width less than valve at clasper; female ovipositor lobes <0.3× ductus bursae length................................................................................................ P. sala
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.006 |
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 source (direct Gemma or distilled Codex), 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".