Bibliographic record
Abstract
Aleyrodidae indet. Material. MNHN PA 15401—fore wing and hind wing preserved (Fig. 78), body deteriorated; MNHN PA 1297—fore wing and hind wing (Fig. 79), body deteriorated; MNHN PA 2287—‘ghost inclusion’, venation of wings invisible, body weakly visible (Fig. 80), preserved in Canada balsam; MNHN PA 2474 2/3 —male, venation inrecognisable, body poorly preserved (Fig. 81), preserved in Canada balsam; MNHN PA 42—female, quite well preserved, but with presentation in amber excluding closer identification (Fig. 82); MNHN PA 154—weakly visible in amber (Fig. 83); MNHN PA 420—female, imprint on the surface of amber, body features not preserved (Fig. 84); MNHN PA 1607—female, details weakly visible (Fig. 85); MNHN PA 5072—specimen weakly visible; MNHN PA 1796—male, weakly visible (Fig. 86); MNHN PA 5109—specimen poorly preserved. Age and occurrence. Lowermost Eocene, c. 55−53 Ma, Ypresian (Sparnacian), level MP7 of the mammal fauna of Dormaal (Feugueur 1963; De Ploëg et al. 1998; Nel et al. 1999, Cavagnetto 2000, De Franceschi & De Ploëg 2003, Nel et al. 2004, Nel & Brasero 2010). Department Oise, France, 43°N, 2.7°E; palaeocoordinates 44.8°N, 0.1°E; palaeocoordinates based on nearby landmark (Paleobiology Database 2013).
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.054 | 0.018 |
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".