UC-1: The “Construction-Free” New Generation Clamp-On Ultrasonic Flow Meter for Energy Management
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
近年，SDGsに象徴される「持続可能な経済社会」を実現すべく，国内外で「脱炭素化」や「省エネルギー化」に関連する幅広い取り組みが推進されている。電力や各種ユーティリティ流体が「いつ，どこで，どのくらい」消費されているかをきめ細かく可視化できなければ，「むだの是正」や「設備稼働運用の見直し」などの具体的かつ効果的な省エネルギー対策を講じることは難しいものとなる。一方で「可視化」のために大きなコストやエネルギー，人的労力を割くことは本末転倒な結果を招きかねないリスクがある。そこで,ユーティリティ流体使用量の可視化に最適な「クランプオン形超音波流量計 UC-1（以下 UC-1）」を東京計器株式会社と株式会社オーバルにて共同開発を行った。
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 | 0.000 | 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