Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Hydriomenini 1267 R <i>Hydriomena perfracta</i> Swett, 1910 L May – L Jun m B – T: McDunnough (1954) L: Bowman (1951), McDunnough (1954), Pohl et al. (2004b) C: CNC,NFRC, OLDS, UASM 1268 R <i>Hydriomena divisaria</i> Walker, 1860 E Jun – E Jul m B – T: McDunnough (1954) L: McDunnough (1954), Prentice (1963) C: CNC, UASM 1269 R <i>Hydriomena renunciata</i> (Walker, 1862) M Jun – M Jul m B – T: McDunnough (1954) L: Bowman (1951), McDunnough (1954), Prentice (1963), Pohl et al. (2004b) C: CNC, NFRC, OLDS, UASM 1270 * R <i>Hydriomena albimontanata</i> McDunnough, 1939 M Jun M – – T: McDunnough (1954) L: McDunnough (1954), McGuffin (1958b), Prentice (1963) C: CNC, NFRC, UASM 1271 R H <i>Hydriomena ruberata</i> (Freyer, 1831) L May – L Jun m B – T: McDunnough (1954), Skou (1986) L: Bowman (1951), McDunnough (1954), Pohl et al. (2004b) C: CNC, NFRC, OLDS, UASM 1272 R <i>Hydriomena macdunnoughi</i> Swett, 1918 Jun M – – T: McDunnough (1954) L: Bowman (1951), McDunnough (1954), McGuffin (1958b) C: CNC, NFRC, OLDS, UASM 1273 R H <i>Hydriomena furcata</i> (Th unberg, 1784) L Jul – M Aug m B – T: McDunnough (1954), Skou (1986) L: Bowman (1951), McDunnough (1954), Prentice (1963), Ives and Wong (1988), Pohl et al. (2004b) C: CNC, NFRC, OLDS, UASM 1274 R <i>Hydriomena morosata</i> Barnes and McDunnough, 1917 M Jun – E Jul – B g T: McDunnough (1954) L: Bowman (1951), McDunnough (1954) C: CNC 1275 R <i>Triphosa haesitata</i> (Guenée, [1858]) E Apr – E May; m B – L: Bowman (1951), Pohl et al. (2004b) C: CNC, M Sep – E Oct NFRC, OLDS, UASM (H) 1276 * R <i>Coryphista meadii</i> (Packard, 1874) L Jun – E Jul M – – T: Heitzman and Enns (1978) L: Bowman (1951), McGuffi n (1958b) C: CNC, UASM 1277 * R H <i>Rheumaptera undulata</i> (Linnaeus, 1758) M Jul – E Aug – B g T: Ferguson (1955), Skou (1986) L: Bowman (1951), Prentice (1963), Ives and Wong (1988) C: CNC, NFRC, OLDS, UASM 1278 * R H <i>Rheumaptera hastata</i> (Linnaeus, 1758) Jun – Jul M B – T: McGuffin (1973), Skou (1986) L: Bowman (1951), Prentice (1963), McGuffin (1973), Ives and Wong (1988) C: CNC, NFRC, PMAE, UASM 1279 * R H <i>Rheumaptera subhastata</i> (Nolcken, 1870) Jun – B – T: McGuffin (1973), Skou (1986) L: Bowman (1951), Prentice (1963), McGuffin (1973) C: CNC, NFRC, OLDS, UASM 1280 * R <i>Entephria multivagata</i> (Hulst, 1881) Jul – Aug M b – T: Troubridge (1997) L: Bowman (1951), Prentice (1963), Troubridge (1997) C: CNC, NFRC, UASM 1281 * R <i>Entephria lagganata</i> (Taylor, 1908) Aug M – – T: Troubridge (1997) L: Bowman (1951), Troubridge (1997) C: CNC, UASM 1282 * R <i>Entephria kidluitata</i> (Munroe, 1951) M Jul M – – T: Troubridge (1997) L: Troubridge (1997) C: CNC, UASM 1283 R <i>Mesoleuca ruficillata</i> (Guenée, [1858]) L Jun – M Jul m B g L: Bowman (1951), McGuffi n (1958b), Pohl et al. (2004b) C: CNC, NFRC, OLDS, PMAE, UASM 1284 R <i>Mesoleuca gratulata</i> (Walker, 1862) Jun M – – L: Bowman (1951), McGuffi n (1958b) C: NFRC, OLDS, UASM 1285 * R <i>Spargania magnoliata</i> Guenée, [1858] Jun – Jul m B – L: Bowman (1951) C: CNC, NFRC, OLDS, UASM 1286 * R H <i>Spargania luctuata</i> ([Denis and Schiffermüller], 1775) L Jun – M Jul m B – T: Skou (1986) L: Bowman (1951), Pohl et al. (2004b) C: CNC, NFRC, OLDS, UASM 1287 * R <i>Perizoma basaliata</i> (Walker, 1862) Jul m B – L: Bowman (1951), Pohl et al. (2004b) C: NFRC, OLDS, UASM 1288 * R <i>Perizoma grandis</i> (Hulst, 1896) Jul M – – L: None C: UASM 1289 R <i>Perizoma custodiata</i> (Guenée, [1858]) May – Aug – b G L: Bowman (1951) C: CNC, OLDS, UASM 1290 R <i>Anticlea vasiliata</i> Guenée, [1858] E – L May m B g T: Rindge (1967) L: Bowman (1951), Pohl et al. (2004b) C: CNC, NFRC, OLDS, UASM 1291 R <i>Anticlea multiferata</i> (Walker, 1863) Jun m B – T: Rindge (1967) L: Bowman (1951), 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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.031 | 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 it