WEB-BASED QUESTIONNAIRE SURVEY ON AWARENESS AND MEASURES OF SAVING ELECTRICITY BY REGION ; TOKYO, NAGOYA AND OSAKA
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
Some field surveys were conducted in the offices in Tokyo to investigate worker's comfort and productivity under the saving electricity after the Great East Japan Earthquake. However, we need nationwide survey because saving electricity is ongoing all over Japan now. In this study, we conducted web-based questionnaire in Tokyo, Nagoya and Osaka to know the workers' awareness and measures of saving electricity. As a result, similar saving electricity measures were implemented in three areas and lowering illuminance made less dissatisfaction than turning up the set point of the air conditioning. It is estimated that workers' awareness of saving electricity was different because of the areal targeted value of saving electricity. Workers' satisfaction of the office environment was affected to a large degree by not only indoor environment or their gender and age, but also their feelings.
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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