Seasonal evaluation for Husseiniya Stream (IRAQ) according to the Canadian water quality index
Bibliographic record
Abstract
This research aims to study the variation in water quality during four seasons of year 2012-2013 for Husseiniya stream. This stream is a branch of Euphrates river in Iraq. It passes through Karbala Governorate and serves as a source for different purposes in this region. Canadian Water Quality Index (CWQI) method was used to for the classification of this stream for domestic, irrigation, and aquatic uses during winter, spring, summer, and autumn seasons. This method is classified as relative subindex technique that depends on water quality standards; therefore, water quality parameters were adopted in this method, which were taken from different international standards. These parameters were temperature, turbidity, total dissolved solids, hydrogen power, total hardness, sulphates, chlorides, lead, cadmium, aluminium, and coliform bacteria. In CWQI method, the parameters of Husseiniya stream during the four seasons were compared with their optimum (desirable) and maximum (permissible) standards. It was found that there was clear variation in the classification of CWQI between the two ways. From other side, the seasonal behaviour for this stream was not clear during the study period for all parameters and for all uses.
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How this classification was reachedexpand
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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 teacher head, 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".