<i>Camptopeltes</i>, a new Neotropical genus of oscinelline Chloropidae (Diptera)
Bibliographic record
Abstract
Abstract Camptopeltesn.gen. is described for three new species: Camptopeltes atratumn. sp. (type species of the genus; type locality Cartago, Costa Rica); Camptopeltes citrinumn. sp. (type locality Yacambo, Venezuela); and Camptopeltes nubilatumn. sp. (type locality Aragua, Venezuela). Camptopeltes is distinguished from other oscinelline genera on the combination of a strongly convex scutum, a trapezoidal scutellum that is deflected dorsally relative to the scutum, a reduced flexure in wing vein CuA1, reduced cephalic bristling, reniform third antennal segment, and thin arista. Although its relationship to the rest of the Oscinellinae is unresolved, it may be closely related to the tribe Elachipterini.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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".