Bibliographic record
Abstract
Platyptiliini 795 R H Platyptilia tesseradactyla (Linnaeus, 1761) Jun M B – T: Landry (1987), Geilis (1996) L: Bowman (1951), Landry (1987) C: CNC 796 R Platyptilia carduidactylus (Riley, 1869) May – Jul M b G T: Landry (1987) L: Bowman (1951) C: OLDS, UASM 797 * R Platyptilia percnodactylus (Walsingham, 1880) Jun – Jul M – – T: Lange (1950) L: Lange (1950), Bowman (1951) C: CNC, UASM 798 R Platyptilia comstocki Lange, 1939 Jun – Jul – – G T: Landry (1987) L: Bowman (1951), Landry (1987) C: CNC 799 R Platyptilia albicans (Fish, 1881) Jun M – – T: Barnes and Lindsey (1921), Lange (1950) L: Bowman (1951) C: CNC, NFRC 800 * R Gillmeria pallidactyla (Haworth, 1811) Jun – Jul M B g T: Landry (1987), Gielis (1996) L: Bowman (1951), Landry (1987) C: CNC, NFRC, OLDS, UASM 801 * R Gillmeria albertae (Barnes and Lindsey, 1921) Aug M – – T: Barnes and Lindsey (1921) L: Barnes and Lindsey (1921), Bowman (1951) C: CNC 802 R Stenoptilia coloradensis Fernald, 1898 Jul – Sep M B G T: Landry (1987) L: Bowman (1951), Landry (1987) C: UASM 803 R Stenoptilia columbia McDunnough, 1927 Jun – Jul M – – L: Bowman (1951) C: CNC, UASM 804 R Paraplatyptilia edwardsii (Fish, 1881) Jun – Jul M – G T: Landry (1987) L: Bowman (1951), Landry (1987) C: CNC, OLDS, UASM 805 * R Paraplatyptilia albiciliatus (Walsingham, 1880) Jun – Jul M – – T: McDunnough (1927a), Lange (1950) L: Bowman (1951) C: CNC, OLDS, UASM 806 * R Paraplatyptilia shastae (Walsingham, 1880) Jun M – – T: McDunnough (1927a) L: McDunnough (1927a), Bowman (1951) C: CNC 807 * R Paraplatyptilia nana (McDunnough, 1927) Jun M – – T: McDunnough (1927a) L: McDunnough (1927a), Bowman (1951) C: CNC, UASM 808 * R Paraplatyptilia albidorsellus (Walsingham, 1880) Jun M – – T: Barnes and Lindsey (1921), Lange (1950) L: Lange (1950), Bowman (1951) C: CNC 809 * R Paraplatyptilia maea (Barnes and Lindsey, 1921) E Aug – M Aug M – – T: Barnes and Lindsey (1921), Lange (1950) L: Barnes and Lindsey (1921), Bowman (1951) C: CNC, UASM 810 * R Paraplatyptilia modesta (Walsingham, 1880) E May – L Jun; – – G T: Lange (1950) E Sep – Oct (H) L: None C: UASM 811 * R Paraplatyptilia bowmani (McDunnough, 1923) May – Aug M – g T: McDunnough (1923a) L: McDunnough (1923a), Bowman (1951) C: CNC, UASM 812 R Amblyptilia pica (Walsingham, 1880) May – Sep M B G T: Landry (1987) L: Bowman (1951), Landry (1987), Pohl et al. (2004b) C: CNC, NFRC, OLDS, 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 | 0.000 |
| 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) | 0.063 | 0.013 |
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".