Revision of the species of Lytopylus from Area de Conservación Guanacaste, northwestern Costa Rica (Hymenoptera, Braconidae, Agathidinae)
Bibliographic record
Abstract
Thirty two new species ofLytopylus(Agathidinae) are described with image plates for each species:Lytopylus alejandromasisisp. n.,Lytopylus alfredomainierisp. n.,Lytopylus anamariamongeaesp. n.,Lytopylus angelagonzalezaesp. n.,Lytopylus cesarmoraisp. n.,Lytopylus eddysanchezisp. n.,Lytopylus eliethcantillanoaesp. n.,Lytopylus ericchapmanisp. n.,Lytopylus gahyunaesp. n.,Lytopylus gisukaesp. n.,Lytopylus guillermopereiraisp. n.,Lytopylus gustavoinduniisp. n.,Lytopylus hartmanguidoisp. n.,Lytopylus hernanbravoisp. n.,Lytopylus hokwonisp. n.,Lytopylus ivanniasandovalaesp. n.,Lytopylus johanvalerioisp. n.,Lytopylus josecortesisp. n.,Lytopylus luisgaritaisp. n.,Lytopylus mariamartachavarriaesp. n.,Lytopylus miguelviquezisp. n.,Lytopylus motohasegawaisp. n.,Lytopylus okchunaesp. n.,Lytopylus pablocobbisp. n.,Lytopylus robertofernandezisp. n.,Lytopylus rogerblancoisp. n.,Lytopylus salvadorlopezisp. n.,Lytopylus sangyeonisp. n.,Lytopylus sarahmeierottoaesp. n.,Lytopylus sergiobermudezisp. n.,Lytopylus sigifredomarinisp. n., andLytopylus youngcheaesp. n.A dichotomous key and a link to an electronic, interactive key are included. All specimens were reared from Lepidoptera larvae collected in Area de Conservación Guanacaste (ACG) and all are associated with ecological information including host caterpillar, collection date, eclosion date, caterpillar food plant, and locality. Neighbor-joining and maximum likelihood analyses of the barcode region of the mitochondrial cytochromecoxidase subunit I gene (COI DNA barcode) were conducted to aid in species delimitation.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".