The Effects of Energy Consumption and Carbon Emissions on Turkey's Initiatives in Promoting Sustainable Environmental and Economic Development
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
Turkey has a major concern in managing greenhouse gas emissions and energy consumption. Although they ratified the Paris Agreement on October 2021 to tackle climate change, the country would face economic loss due to fossil fuel production and increasing carbon emissions. Multivariate adaptive regression splines (MARS) analysis indicates that Turkey's energy consumption is affected by population growth, natural gas price, carbon emissions, and loans put into non-renewable energy projects. To reduce greenhouse gas emissions while continue to stabilize the economy, active regulations must be implemented to mitigate the effects of climate change and promote sustainable urban development with proposed strategies.
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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 | 0.001 | 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 | 0.001 | 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