Aspects Regarding the Use of Coal in the Production of Electrical and Thermal Energy
Bibliographic record
Abstract
Abstract Globally, coal was and remains one of the main primary energy resources, being the cheapest option for power generation. Coal deposits are available in large quantities, its exploitation being done with more stable prices and less sensitive to a series of international events, but it has the disadvantage of significant additional costs, due to the technologies required to reduce emissions in the environment. Romania, one of the most important coal-producing countries in Europe, has a long tradition in the mining industry and has important coal reserves, which can ensure the continuity of production for more than 150 years. Unfortunately, after 1989, coal production in our country almost halved, mainly due to the decrease in mining activity and the reduction of coal consumption (both by industry, such as steel and households - for the heat consumed from power plants based on of coal). At the moment, Romania mainly imports coal, but the share of imported coal also decreased to a quarter compared to 1990.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".