Study on the Growth and Age of Spinibarbus denliculatus denliculatus in Pearl River System
Bibliographic record
Abstract
Study on the growth characteristics of Spinibarbus denticulatus denticulatus Oshima were carried out based onthe specimens collected from Xijiang valley and Beijiang valley of the Pearl River system. The results show thatthe annual-ring feature belongs to the loose-close and cut pattern. The new annual-ring is formed during theperiod from April to June. The relationship between body length and weight of S. d. denticulatus in Xijiangvalley and Beijiang valley can be expressed by the power function equations: WX=2.4984×10-2L2.9996(r=0.9561)and WB=1.3733×10-2L2.8159(r=0.9253) respectively. Based on the analysis of the growth stage, the female S. d.denticulatus gets mature at the age of five years old. The male one gets mature at the age of three years old. Thebreeding season of S. d. denticulatus is from April to June.
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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 | 0.001 | 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) | 0.001 | 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".