Serum Biochemistry Reference Intervals of <i>Clarias gariepinus</i> Farmed in Earthen Pond Systems in the Southern Guinea Savanna Agro-Ecological Zone of Nigeria
Bibliographic record
Abstract
The monitoring of health in fish farms partly relies on the availability of exact serum biochemistry reference intervals as these data provides a base for the interpretation of tests to assess health status. Serum biochemistry reference intervals for Clarias gariepinus cultured in earthen pond system was established following evaluations of two hundred and forty healthy fish sampled across eight farms. The S.B.R.I were: Total protein 31.22-42.11 g/dl in juveniles and 38.96-43.57 g/dl in adults; Albumin 6.72-10.21 g/dl in juveniles and 6.25-8.93 g/dl in adults; Globulin 8.39-50.83 in juveniles and 24.23-33.64 g/dl in adults; Alanine aminotransferase 12.55-23.65 IU/L in juveniles and 7.35-13.72 IU/L in adults; Aspartate aminotransferase 90.62-121.64 IU/L in juveniles and 83.41-101.62 IU/L in adults; Glucose 17.04-26.22 mg/dl in juveniles and 10.17-48.93 mg/dl in adults; Cholesterol 91.09-101.24 mg/dl in juveniles and 91.40-155.87 mg/dl in adults; HDL-cholesterol 9.17-29.01 mg/dl in juveniles and 19.27-29.01 mg/dl in adults. Other results include Lactate dehydrogenase 28.06-54.03 mg/dl in juveniles and Urea 1.96-4.11 mg/dl in juvenile fish. These data will serve as a tool for the monitoring of health and nutritional condition of Clarias gariepinus farmed in ponds at the Southern Guinea Savanna agro-ecological zone of Nigeria.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.001 | 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".