Chironomidae (Diptera) of Shalmash Falls, West Azerbaijan, Iran, with the description of Paracricotopus davoodi sp. nov., a new Orthocladiinae
Bibliographic record
Abstract
In this study, we describe Paracricotopus davoodi sp. nov., a new Orthocladiinae, and report on eight new faunistic records from Iran, further extending their distribution within the Palearctic realm. Along with describing a new species, we provide a key for the adult males and immatures of the genus Paracricotopus Brundin, 1956. We conducted this study as part of our ongoing investigation of the Chironomidae biodiversity in western Iran, where we aim to database new faunistic records and new taxa in the freshwaters of the Zagros Mountains. The studied freshwater, Shalmash Falls, is part of the main channel of the Little Zab River tributary that originates from the natural springs and glacier-fed runoffs of the Zagros Mountains. The Shalmash Falls is considered a natural wonder of western Iran and has ecotourism importance.
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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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".