Cymothoidae and Aegidae (Crustacea, Isopoda) from Algeria
Bibliographic record
Abstract
Abstract Three species of Cymothoidae (Crustacea, Isopoda), Emetha audouini, Ceratothoa collaris and C. steindachneri are here reported from Algeria. The presence of E. audouini and C. collaris is confirmed there and these two species are reported for the first time from Béjaïa, Jijel and Annaba. Ceratothoa steindachneri is new for the Algerian fauna. Ceratothoa oestroides, C. parallela, C. oxyrrhynchaena, Anilocra frontalis, A. physodes and Nerocila bivittata are also recorded. New hosts are identified for C. parallela, C. steindachneri, A. frontalis and A. physodes as well as those of E. audouini. Three species of Aegidae, Aega rosacea, A. deshaysiana and Aega sp. are recorded. The presence of the first is reported for the first time in Algeria and that of the second is confirmed there. For each one of these species, potential preys are identified.
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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 | 0.002 | 0.001 |
| 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) | 0.003 | 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".