Dolichogenidea yungas Fernandez-Triana & Boudreault 2025, sp. nov.
Bibliographic record
Abstract
Dolichogenidea yungas Fernandez-Triana & Boudreault sp. nov. Fig. 149 A – G Type material. Holotype. Bolivia • Female, CNC; La Paz, Yungas, 50 km North of La Paz; 2,200 m; 27.i.1973; J. Helava leg.; Voucher code: CNC 1196945. Diagnostic description. F 15 cubic (around same length than width); T 1 more or less parallel-sided but on posterior 0.3 narrowing towards posterior margin so that T 1 length is 3.0 × its width at posterior margin; T 1 strongly sculptured on posterior 0.7; T 2 shape trapezoidal but rather narrow, barely wider than T 1; T 2 with strong longitudinal striae; tegula and humeral complex brown; wings slightly infumated; pterostigma mostly yellow-white but with thin brown margins; all legs entirely brown to dark brown (except for very small, paler spots on posterior 0.1 of pro- and mesofemora and anterior 0.1–0.2 of tibiae); body length: 3.25 mm; fore wing length: 2.93 mm. Among species with T 2 strongly sculptured but transverse, Dolichogenidea yungas is similar to D. alexandrei, but it can be distinguished from it because of its much narrower T 1 and T 2, shorter ovipositor and ovipositor sheath, darker colored legs, infuscate wings and shorter vein R 1 in fore wing. Distribution. Bolivia. Biology. No host data available. DNA barcoding data. No data. Etymology. Named after the area where the species has been collected; the Yungas forests, along the eastern slope of the Andes Mountains, are extremely diverse and represent a transitional zone between the Andean highlands and the eastern forests.
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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 | 0.003 | 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) | 0.009 | 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 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".