Table 1 in An updated classification of the jumping plant-lice (Hemiptera: Psylloidea) integrating molecular and morphological evidence
Bibliographic record
Abstract
Table 1. Species in Psyllidae originally assigned to Limbopsylla Brown & Hodkinson, 1988 and their current generic placement. Species listValid generic assignmentAuthorityLimbopsylla beeryi (Caldwell, 1944)Apsyllopsis mexicana (Crawford, 1914)Burckhardt & Queiroz (2020)Limbopsylla boquetensis Brown & Hodkinson, 1988Heteropsylla boquetensis (Brown & Hodkinson, 1988)Muddiman et al. (1992)Limbopsylla campanellai Brown & Hodkinson, 1988Euphalerus campanellai (Brown & Hodkinson, 1988)Hollis & Martin (1997)Limbopsylla caradociforma Brown & Hodkinson, 1988Hollisiana caradociforma (Brown & Hodkinson, 1988) comb. nov.comb. nov.Limbopsylla chirui Brown & Hodkinson, 1988not congeneric with L. nata (placement to be determined)not congeneric with L. nata Limbopsylla estribii Brown & Hodkinson, 1988 (placement to be determined)Limbopsylla lagunculariae Brown & Hodkinson, 1988Telmapsylla lagunculariae (Brown & Hodkinson, 1988) comb. nov.comb. nov.Limbopsylla nata Brown & Hodkinson, 1988type species of LimbopsyllaBrown & Hodkinson (1988)Limbopsylla nigrivenis Brown & Hodkinson, 1988Hollisiana nigrivenis (Brown & Hodkinson, 1988) comb. nov.comb. nov.Limbopsylla tumidicosta Brown & Hodkinson, 1988not congeneric with L. nata (placement to be determined)Limbopsylla sp. A of Brown & Hodkinson, 1988not congeneric with L. nata (placement to be determined)
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.067 | 0.030 |
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".