Evaluation of Water Quality Index in the Main Drain River in Iraq by Application of CCME Water Quality
Bibliographic record
Abstract
Water Quality Index in the Main Drain River in Iraq by Application the Canadian Council of Ministers of the Environment Water Quality Index(CCME WQI) has been achieved .Fifteen water quality parameters (pH, alkalinity, phosphate(PO 4 ) , nitrate(NO 3 ), sulfate(SO 4 ), chloride(Cl), total hardness(TH), calcium(Ca), magnesium(Mg), total dissolved solids(TDS), biological oxygen demand(BOD), dissolved oxygen(DO), electrical conductivity(EC), sodium (Na) and potassium(K) measured at ten stations along the main drain river (Baghdad, Babylon, Qadiysiah, ThiQar and Al-Basrah). The field work was conducted during the years 2004 until 2011. Based on the results obtained from the index the water quality of main outfall drain river ranged between 26.6- 35.5 which indicate that river has the worst quality due to effect of various pollutant sources. Keywords: Water quality index, Iraq, Main drain, CCME WQI
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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 | 0.025 | 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 | 0.001 | 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".