Potential Domoic Acid (Neurotoxin) Producing Phytoplankton Pseudonitzschia in Indian Coastal Water - do We Need to Care?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Pseudonitzschia species are potential domoic acid producers, a neurotoxin, responsible for the infamous human HAB intoxication at Prince Edward Island, Canada in 1987, costing human lives. Global warming has widened the reach of these phytoplankton species and it is being reported in Indian waters. We report the occurrence of ten Pseudonitzschia species in the northwestern coastal waters of India, out of which, seven are potential domoic acid producers. The question arises, are we vulnerable to HAB (Domoic Acid) toxicity? In light of the observation that Pseudonitzschia dominates the coastal waters of Veraval and its abundance is increasing with time, the present study briefly synthesizes the available information on the ecology, metabolism, and other relevant knowledge related to the domoic acid production by Pseudonitzschia and assesses the risk of human intoxication through trend and forecast analysis with the possible preventive measures required.
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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 | 0.003 | 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 | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 it