Industrial Assessment for the Exposed Carbonate Rocks on Safeen Mountain Kurdistan Region of Iraq
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
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.
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.
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 | 0.001 | 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 | 0.001 |
| 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 it