Bibliographic record
Abstract
Genus Neogaster Cernosvitov, 1934 Neogaster Cernosvitov, 1934: 51. — Righi & Caballero 1970: 94. — Righi 1988: 351. TYPE SPECIES. — Neogaster americanus Cernosvitov, 1934. DIAGNOSIS. — Setae arranged in eight regular longitudinal lines. Clitellum extending from segments XIII to XX. Weak gizzard in VI. Excretory system meronephric. Two pairs of calciferous glands in XIV-XV, of lamellar type and opening in the esophagus through a common duct. Genital apparatus acanthodriline. Spermathecae in pre-testicular segments, paired and without diverticula (Cernosvitov 1934; Csuzdi 2010). DISTRIBUTION. — Neogaster comprises four Neotropical species (not including the new species described here), all known from the state of Amapá in Brazil (Cernosvitov 1934; Righi & Caballero 1970; Righi 1988; Brown et al. 2023).
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".