Bibliographic record
Abstract
Key to species of the Coelocephalapion nodicorne group 1. Elytral sutural interval with postscutellar spot of denser scales.................................................. 2 - Elytral sutural interval without postscutellar spot of denser scales............................................... 7 2. Frons with longitudinal median carina..................................................................... 3 - Frons without longitudinal median carina.......................................... C. buchanani (Kissinger, 1958) 3. Postscutellar spot of scales starting at a distance equivalent to the length of the scutellum and extending through basal half of elytra............................................................................................... 4 - Postscutellar spot of scales starting just behind scutellum and extending to or beyond basal half of elytra................ 5 4. Prescutellar fovea reaching the middle of pronotum................................... C. saginans (Kissinger, 1958) - Prescutellar fovea not reaching the middle of pronotum................................ C. expilator (Kissinger, 1958) 5. Postscutellar spot of scales extending beyond basal half of elytra, becoming sparse posteriorly..... C. fumitarse (Fall, 1898) - Postscutellar spot of scales not extending beyond basal half of elytra............................................. 6 6. Elytral sutural interval with white scales.............................................. C. nodicorne (Sharp, 1890) - Elytral sutural interval with off-white to yellowish scales................................ C. iteratum (Kissinger, 1974) 7. Pronotal disc with prescutellar fovea...................................................................... 8 - Pronotal disc without prescutellar fovea................................................... C. geraldinhoi sp. n. 8. Elytra with discal macula of darker scales............................................. C. metum (Kissinger, 1974) - Elytra without discal macula of darker scales............................................................... 9 9. Prescutellar fovea of pronotal disc extended to near its apex............................... C. delta (Buchanan, 1922) - Prescutellar fovea of pronotal extended to near the basal half of pronotal disc....................... C. paleariae sp. n.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.004 |
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".