Diversity Of Phytoplankton Studies On The Selected Ponds From Agastheeswaram Taluk, Kanyakumari District
Bibliographic record
Abstract
The phytoplankton, as the basis of the trophic chain constituents, is the most important biological community in any aquatic system. The present study was conducted at two ponds of Agastheeswaram taluk in Kanyakumari district. The samples were collected from the selected ponds such as Putheri Pond (P1) and Putheri Paraiyadi Pond (P2) from October 2020 to March 2021. A total of 88 algal species were observed during the study period. Out of the total species, 43 species belonged to Chlorophyta, 21 species belonged to Cyanophyta, 20 species belonged to Bacillariophyta and 4 species belonged to Euglenophyta. From this study, it can be concluded that the selected ponds of Agastheeswaram taluk of Kanyakumari district have a great diversity with several algal taxa.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".