Bibliographic record
Abstract
Cochylini 440 R Phtheochroa aureoalbida (Walsingham, 1879) May – Jun M – G T: Razowski (1997) L: Bowman (1951), Razowski (1997) C: CNC, NFRC, UASM 441 R Phtheochroa baracana (Busck, 1907) Jul M b – T: Razowski (1991) L: Bowman (1951) C: UASM 442 R Phtheochroa cartwrightana (Kearfott, 1907) Jul – – G T: Razowski (1997) L: None C: CNC 443 R Phtheochroa fulviplicana (Walsingham, 1879) Jun – Jul M b – T: Razowski (1997) L: Bowman (1951), Razowski (1997) C: CNC, NFRC, UASM 444 * U Phtheochroa modestana (Busck, 1907) M Jul – L Jul M – – T: Razowski (1991) L: None C:?CNC 445 * U Phtheochroa villana (Busck, 1907) Jul m B g T: Razowski (1991) L: None C:?UASM 446 R Phtheochroa vitellinana (Zeller, 1875) Jun – Jul – B g T: Razowski (1997) L: Bowman (1951) C: CNC, NFRC 447 * R H Phtheochroa vulneratana (Zetterstedt, 1839) Jul – E Aug M – – T: Razowski (1997, 2002) L: Razowski (1997) C: CNC 448 R Phtheochroa waracana (Kearfott, 1907) M Jun – M Jul – B G T: Razowski (1997) L: Bowman (1951), Razowski (1997) C: CNC, NFRC, UASM 449 * R Platphalonidia albertae Razowski, 1997 M Jun M – – T: Razowski (1997) L: Razowski (1997) C: CNC? 450 * R Platphalonidia dangi Razowski, 1997 M Jun M – – T: Razowski (1997) L: Razowski (1997) C: CNC? 451 R Platphalonidia felix (Walsingham, 1895) M Jul – L Aug – B g T: Razowski (1997) L: Razowski (1997) C: CNC, NFRC, UASM 452 * R Platphalonidia imitabilis Razowski, 1997 L Jun M – – T: Razowski (1997) L: Razowski (1997) C: CNC? 453 R Platphalonidia lavana (Busck, 1907) L Jun – E Sep – b g T: Razowski (1997) L:? Forbes (1923) C: CNC 454 * R Aethes biscana (Kearfott, 1907) E Jul – b g T: Razowski (1997) L: None C: POHL,?UASM 455 R H Aethes deutschiana (Zetterstedt, 1840) L Jun – E Aug M – – T: Razowski (1997, 2002) L: Bowman (1951), Razowski (1997) C: CNC, NFRC, UASM 456 R Aethes monera Razowski, 1986 M Jun – B – T: Razowski (1997) L: Razowski (1997) C: NFRC, OLDS 457 * R Aethes promptana (Robinson, 1869) Jul – B – T: Sabourin et al. (2002) L: None C: NFRC 458 * R h Aethes rutilana (Hübner, 1818) May – Aug – – G T: Razowski (1997, 2002) L: Ives and Wong (1988), Razowski (1997) C: CNC, NFRC 459 * R Aethes sexdentata Sabourin and Miller, 2002 M Jul – M Aug – B – T: Sabourin et al. (2002) L: [Bowman (1951)], [Razowski (1997)] C: NFRC 460 * R H Aethes smeathmanniana (Fabricius, 1781) Jun – E Aug M – – T: Razowski (1997, 2002) L: Razowski (1997) C: CNC, NFRC,?UASM 461 * R H Cochylidia subroseana (Haworth, 1811) Jul – E Aug M – – T: Razowski (1997, 2002) L: Razowski (1997) C: CNC? 462 * R H Cochylis dubitana (Hübner, 1799) Jun – Jul M – – T: Razowski (1997, 2002) L: Razowski (1997) C: CNC? 463 * R Cochylis hoffmanana (Kearfott, 1907) L Jun – B – T: Razowski (1997) L: None C: NFRC 464 * R Cochylis hospes (Walsingham, 1884) Jul – Aug – – G T: Razowski (1997) L: None C: JJDC 465 * R H Cochylis nana (Haworth, 1811) L May – L Jun – B – T: Razowski (1997, 2002) L: Razowski (1997), Pohl et al. (2004b) C: CNC, NFRC, UASM
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.072 | 0.017 |
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".