Dolichogenidea luishamiltoni Fernandez-Triana & Boudreault 2025, sp. nov.
Bibliographic record
Abstract
Dolichogenidea luishamiltoni Fernandez-Triana & Boudreault sp. nov. Fig. 88 A – G Type material. Holotype. Costa Rica • Female, CNC; Guanacaste, Area de Conservación Guanacaste, Sector San Cristobal, Bosque Transición; 10.86472, -85.41531; 540 m; 29.viii.2010; Gloria Sihezar leg.; Host: gelJanzen 01 Janzen 394; Voucher code: DHJPAR 0042017; Host voucher code: 10-SRNP-4850. Paratypes. Costa Rica • 3 Females, CNC; DHJPAR 0050116, DHJPAR 0050174, DHJPAR 0051148. Diagnostic description. Posterior 0.5–0.6 of T 1 mostly with strong sculpture, usually longitudinal striae; T 1 slightly broadening posteriorly; T 2 mostly smooth; T 2 comparatively very transverse but with anterior margin arcuate; ovipositor sheath clearly longer (1.15–1.25 ×) than metatibia length; tegula and humeral complex yellow; coxae dark brown to black; trochantelli dark brown to black; metafemur dark brown; metatibia dark brown on posterior 0.8; body length: 2.81–2.88 mm; fore wing length: 3.13–3.28 mm. Among species with smooth T 2 and metafemur dark, this species can be distinguished by T 1 shape, ovipositor sheath length, and tegula, humeral complex and trochantelli color. Distribution. Costa Rica. Biology. Solitary. Gelechiidae, gelJanzen 01 Janzen 394. DNA barcoding data. BIN BOLD: AAT 8840 (9 sequences, 9 barcode compliant). Etymology. Named in honor of Mr. Luis Hamilton in recognition of his recent and ongoing support for the financial and psychological well-being of Area de Conservación Guanacaste (ACG) and its NGO Guanacaste Dry Forest Conservation Fund (GDFCF) for the GDFCF BioAlfa initiative.
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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) | 0.013 | 0.008 |
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".