Population Growth and its Effect on Temperature Increase for Some Meteorological Stations in Iraq
Why this work is in the frame
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Bibliographic record
Abstract
This research focuses on the effect of population increases ( in Baghdad , Nineveh, Basrah ) on ( maximum , minimum , and annual temperature averages ) this concerns the period from 1977- 2010 . Meterological Stations in these Provinces ( Baghdad airport , Mosul city , Basrah – Hussein Quarter ) have recorded an increase in urban warming – they reached 00.3C ، 0.5C0 ، 0.6C0 according to maximam temperature and 0.1C0 ،0C0 ،0.3C0 according to average annual temperature, associated with an increase in population. 4594161 , 1894940 , 1029869 . the location of Baghdad station as far from the city centre led to a less urban ratios in warming in comparison to other stations mentioned . on other hand geographic location of Mosul station ( higher than the see level ) led to a less ratios of warming compared to Basrah station , despite of the high – populated city of Nineveh .
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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 | 0.000 | 0.001 |
| 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 it