Dolichogenidea carlosviquezi Fernandez-Triana & Boudreault 2025, sp. nov.
Bibliographic record
Abstract
Dolichogenidea carlosviquezi Fernandez-Triana & Boudreault sp. nov. Fig. 39 A – G Type material. Holotype. Costa Rica • Female, CNC; Guanacaste, Area de Conservación Guanacaste, Santa Rosa National Park, site # H-10; 300 m; 1–29.xi.1986; Gauld & Janzen leg.; Malaise trap; Voucher code: CNC 1179847. Diagnostic description. Scutellar disc entirely smooth and shiny; propodeum with carinae clearly defining a more or less complete areola; T 1 and T 2 smooth; T 1 evenly narrowing towards posterior margin (T 1 width at anterior margin 2.2 × T 1 width at posterior margin); ovipositor sheath comparatively much shorter, its length (0.29 mm) 0.50 × metatibia length (0.62 mm); legs mostly yellow or pale brown, with all coxae brown, metafemur pale brown and metatibia yellow with posterior 0.3 pale brown; body length: 1.90 mm; fore wing length: 2.10 mm. This species can be recognized by the unique combination of entirely smooth scutellar disc, T 1 and T 2, short ovipositor sheaths, narrowed T 1, small body size and comparatively pale brown legs. Distribution. Costa Rica. Biology. No host data available. DNA barcoding data. No data. Etymology. Named in honor of Sr. Carlos Viquez of Costa Rica in recognition of his willingness to sell his forested property to the Guanacaste Dry Forest Conservation Fund for incorporation in the restoration efforts of Area de Conservación Guanacaste in 2021.
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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 | 0.002 |
| Science and technology studies | 0.002 | 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) | 0.010 | 0.005 |
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".