Industrial Assessment for the Exposed Carbonate Rocks on Safeen Mountain Kurdistan Region of Iraq
Bibliographic record
Abstract
he Safeen Mountain is one of the main mountains in the Iraqi Kurdistan Region, it formsone of the long anticlines trending NW – SE. The exposed formations on the top of themountain are Qamchuqa, Bekhme, and Shiranish, with carbonate rocks of different typesand thicknesses. Sampling took place in the exposed rocks on the top of the mountain wherea road crosses the mountain, and a total of 20 samples out of 84 m thickness of the outcropwere collected. The distance between sampling intervals was depending on the lithologicalvariation of the bedrock and each sample was collected to represent the sampling interval.The samples were subjected to XRF to indicate the main oxides percentages in each sample.The acquired results from the XRF showed the studied rocks can be used for cement andpaper industries based on Iraqi Standards. They can also be considered using it in the sugarindustry after a slight modification as well as in the drug industry.
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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 | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".