Bibliographic record
Abstract
Family LIBELLULIDAE (Skimmers / Les libellulides). 48 species Celithemis elisa (Hagen) (Calico Pennant / La célithème indienne) Celithemis eponina (Drury) (Halloween Pennant / La célithème géante) Celithemis fasciata Kirby (Banded Pennant / La célithème fasciée) Celithemis martha Williamson (Martha’s Pennant / La célithème de Mattie) Erythemis collocata (Hagen) (Western Pondhawk / L’érythème jumelle) Erythemis simplicicollis (Say) (Eastern Pondhawk / L’érythème des étangs) Erythemis vesiculosa (Fabricius) (Great Pondhawk / L’érythème émeraude) Erythrodiplax berenice (Drury) (Seaside Dragonlet / L’érythrodiplax côtier) Erythrodiplax umbrata (Linnaeus) (Band-winged Dragonlet / L’érythrodiplax ombré) Ladona exusta (Say) (White Corporal / L’embrasée) Ladona julia (Uhler) (Chalk-fronted Corporal / La julienne) Leucorrhinia borealis Hagen (Boreal Whiteface / La leucorrhine géante) Leucorrhinia frigida Hagen (Frosted Whiteface / La leucorrhine frigide) Leucorrhinia glacialis Hagen (Crimson-ringed Whiteface / La leucorrhine glaciale) Leucorrhinia hudsonica (Sélys) (Hudsonian Whiteface / La leucorrhine hudsonienne) Leucorrhinia intacta (Hagen) (Dot-tailed Whiteface / La leucorrhine mouchetée) Leucorrhinia patricia Walker (Canada Whiteface / La leucorrhine nordique) Leucorrhinia proxima Calvert (Belted Whiteface / La leucorrhine apprivoisée) Libellula forensis Hagen (Eight-spotted Skimmer / L’élégante) Libellula incesta Hagen (Slaty Skimmer / La voluptueuse) Libellula luctuosa Burmeister (Widow Skimmer / La mélancolique) Libellula pulchella Drury (Twelve-spotted Skimmer / La gracieuse) Libellula quadrimaculata Linnaeus (Four-spotted Skimmer / La quadrimaculée) Libellula semifasciata Burmeister (Painted Skimmer / La chaleureuse) Libellula vibrans Fabricius (Great Blue Skimmer / La vibrante) Nannothemis bella (Uhler) (Elfin Skimmer / L’elfe) Pachydiplax longipennis (Burmeister) (Blue Dasher / Le pachydiplax) Pantala flavescens (Fabricius) (Wandering Glider / La pantale flavescente) Pantala hymenaea (Say) (Spot-winged Glider / La pantale bimaculée) Perithemis tenera (Say) (Eastern Amberwing / La périthème délicate) Plathemis lydia (Drury) (Common Whitetail / La lydienne) Sympetrum ambiguum (Rambur) (Blue-faced Meadowhawk / Le sympétrum cyanosé) Sympetrum corruptum) (Hagen (Variegated Meadowhawk / Le sympétrum bagarreur) Sympetrum costiferum (Hagen) (Saffron-winged Meadowhawk / Le sympétrum rubigineux) Sympetrum danae (Sulzer) (Black Meadowhawk / Le sympétrum noir) Sympetrum illotum (Hagen) (Cardinal Meadowhawk / Le sympétrum cardinal) Sympetrum internum Montgomery (Cherry-faced Meadowhawk / Le sympétrum intime) Sympetrum janeae Carle (Jane’s Meadowhawk / Le sympétrum de Jane) Sympetrum madidum (Hagen) (Red-veined Meadowhawk / Le sympétrum ivre) Sympetrum obtrusum (Hagen) (White-faced Meadowhawk / Le sympétrum éclaireur) Sympetrum pallipes (Hagen) (Striped Meadowhawk / Le sympétrum rayé) Sympetrum rubicundulum (Say) (Ruby Meadowhawk / Le sympétrum rouquin) Sympetrum semicinctum (Say) (Band-winged Meadowhawk / Le sympétrum semi-ambré) Sympetrum semicinctum semicinctum (Say) Sympetrum semicinctum occidentale Bartenev Sympetrum vicinum (Hagen) (Autumn Meadowhawk / Le sympétrum tardif) Tramea carolina (Linnaeus) (Carolina Saddlebags / La traméa de la Caroline) Tramea darwini Kirby (Striped Saddlebags / La traméa rayée) Tramea lacerata Hagen (Black Saddlebags / La traméa lacérée) Tramea onusta Hagen (Red-mantled Saddlebags / La traméa mantelée)
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 | 0.003 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.037 | 0.012 |
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".