Changing pattern and amount of the residential and commercial energy consumption in response to economic and climatic factors
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
This paper presents the results of calculating the amounts and the pattern of energy consumption in the residential and the commercial sectors of the Russia economy under conditions of the present-day economic development with due regard for climate change. The analysis of regional specific features and the estimate of the future energy consumption by the housing and municipal services (HMS) sector for the period until 2050, as well as a comparison with similar indicators found in foreign countries, are given. It has been shown that, as a result of improved living standards, enhanced energy efficiency in the HMS sector, and global warming for the next decades to come, a considerable reduction in the specific energy consumption in this sphere will take place, while the pattern of the energy consumption in it will correspond to the present-day situation in Canada. In southern regions of Russia this indicator will approach the values typical for the northern contiguous states of the USA.
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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 | 0.000 |
| 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 | 0.000 | 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