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
Factor in global warming, environmental pollution, such as fear of black out, interest in energy-saving and low-carbon green growth is rapidly increasing worldwide. In developed countries, including Europe, the U.S., and has implemented daylight saving time as one of the measures for energy saving. The daylight saving time, by the time one hasten the standard time in the summer months to slow the sun floating immediately, you have carried out over 1948-60, 1987-88 twice in Japan. Implementation is carried out in the country of ice other than unnecessary to Midnight Sun and South Korea and Japan in Economic Co-operation and Development (OECD) in 30 countries, daylight savings time, including (27 countries), the United States, Canada ㆍ Brazil ㆍ Australia EU is being conducted in 86 countries around the world. Therefore, in this study, if you want to apply the daylight saving time, to analyze the effect on the energy consumption of buildings, to explore the architecture energy saving measures.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.055 | 0.064 |
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