Bibliographic record
Abstract
The systematics, morphology, distribution, biology, economic importance and conservation of the freshwater catfishes of Iran are described, the species are illustrated, and a bibliography on these fishes is provided. There are four families with four genera and six species, one of which is an exotic; the family Bagridae with one genus and species, Mystus pelusius in the Persian Gulf, Hormuz and Tigris River basins; the family Heteropneustidae with one genus and species, Heteropneustes fossilis in the Tigris River basin; the family Siluridae with one genus and two species, Silurus glanis in the Caspian Sea, Lake Orumiyeh and Hari River basins and Silurus triostegus in the Tigris River basin; and the family Sisoridae with one genus and two species, Glyptothorax kurdistanicus in the Tigris River basin and Glyptothorax silviae in the Persian Gulf and Tigris River basins. There are also some species in the neighboring regions which were not reported from Iran.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 teacher head, 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".