<b>Review Article</b><br><br> Free-living limnic nemafauna of Ethiopia: a review of the species reported outside the Rift Valley
Bibliographic record
Abstract
The available information on free-living limnic nematodes from Ethiopia is reviewed with special emphasis on those reported outside the Rift Valley, for which species are listed with their corresponding sites of occurrence. The families Monhysteridae, Dorylaimidae, and Tobrilidae comprise more than half of the total of 91 species hitherto reported from Ethiopia. Among 69 species reported outside the Rift Valley, a similar trend of dominance is observed. Of these, about a quarter of the species have never been reported out of their corresponding type localities (in Ethiopia). Most of the remaining are either cosmopolitan or have been reported earlier from Africa. The occurrence of the fifteen most widely distributed species is shown on maps. Brevitobrilus graciloides is the most widely distributed species. Studies on abundance and diversity, though limited, are also included. SINET: Ethiopian Journal of Science Vol. 23, No. 2 (December 2000), pp. 273-291 Key words/phrases: Aquatic nematofauna, free-living nematodes, inland water bodies
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 0.005 |
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".