MétaCan
Menu
Back to cohort
Record W2143787739 · doi:10.1016/0967-0653(96)86830-x

10.1016/0967-0653(96)86830-x

2000· article· en· W2143787739 on OpenAlexvenueno aff
S.N. Gajbhiye, Shahid Mustafa, Pratik Mehta, Vijayalakshmi R Nair

Bibliographic record

VenueTime to knit · 2000
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicFish Biology and Ecology Studies
Canadian institutionsnot available
Fundersnot available
KeywordsBiotaEnvironmental sciencePhytoplanktonZooplanktonPelagic zoneChlorophyll aPopulationWater columnOceanographyEcologyBiologyGeologyNutrient

Abstract

fetched live from OpenAlex

A rupture of a feeder riser pipeline resulted in spillage of crude oil estimated to be 3000-8000 tonnes in Bombay High region on 17 May 1993. The treated spill broken down into several patches and drifted south and finally got deposited on the Murud shores and in the Rajpuri creek. The impact of the spill on biota was studied during 27-30 May 1993. Local abnormal concentrations of dissolved dispersed petroleum hydrocarbons (PHC) in the water column exposed pelagic biota to high levels of oil residues. Levels of chlorophyll-a and phaeophytin varied widely and were unevenly distributed. Few phytoplankton species like Nitzschia sp. were damaged with a coating of black layer of PHC, around the cell. Zooplankton in general were not severely affected though damage restricted to a few species of copepods, Lucifer, Sagitta bedoti and S. enflata showing oily coating on body surfaces or ingestion of PHC into the body leading to death in extreme cases. Drastic reduction in population density of chaetognaths was observed. As the PHC had not sedimented, no adverse impact on macro benthos was evident. Also, there was no evidence of damage to the fish and other marine life. Monitoring of the same area in May 1994 showed normal water quality and biological characteristics indicating the complete recovery of the marine environment off Murud.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.674
Threshold uncertainty score0.207

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.9970.994

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.

Opus teacher head0.009
GPT teacher head0.157
Teacher spread0.148 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations18
Published2000
Admission routes1
Has abstractyes

Explore more

Same venueTime to knitSame topicFish Biology and Ecology StudiesFrench-language works237,207