Bibliographic record
Abstract
Key to Alaptus group of genera. Females. 1 Tarsi 3- or 4-segmented; funicle 4- or 5-segmented; clava 2-segmented; mandible with 4 teeth................................................................................ Kikiki – Tarsi 5-segmented; funicle at least 5-segmented; clava 1-segmented; mandible with 2 teeth........................................................................................... 2 2(1) Funicle 5-segmented or rarely with a minute additional segment; fore wing hind margin with a distinct, often recurved, notch behind venation and thereafter almost straight to apex...................................................... Alaptus – Funicle usually with 6 or 7 distinct segments (Figs 5, 9, 11, 16) but one Australian species of Dicopus with 5 segments; fore wing without a distinct notch on hind margin except one species of Dicopomorpha from New Zealand (Noyes and Valentine 1989) and hind margin either concave along much of length or only distally................................................................................. 3 3(2) Head in anterior view with mandibles projecting ventrally, not crossed when closed (Figs 13, 15); mandible with one long and one short tooth; fore wing extremely narrow (Figs 12, 19)......................................................... Dicopus – Head in anterior view with mandibles crossed medially when closed (Figs 4, 9); mandible with two subequal teeth; fore wing wider (Figs 1, 6, 10)........ 4 4(3) Posterior scutellum entire (Figs 3, 14)................................... Dicopomorpha – Posterior scutellum divided medially by a longitudinal suture (Fig. 8)............................................................................................................ Mimalaptus
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.045 | 0.017 |
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".