Environmental Impact Assessment of Nationwide Introduction of Plant Biomass Mixed Dehydration Systems at Wastewater Treatment Plants
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
本稿では，ベルトプレス，スクリュープレス，遠心分離脱水機により消化汚泥を脱水している全国の下水処理場を対象に，未利用の植物系バイオマスを下水処理場で受け入れ，下水汚泥の脱水助剤として利用することを想定し，システム全体における温室効果ガス排出量を対象とした環境影響評価を行なった。 その結果，脱水ケーキを下水処理場内で焼却処分する場合，既存の方法と比較して各脱水機で 7.8～12 % 温室効果ガス排出量を削減でき，下水処理場外で処分する場合 7.1～7.7 % 削減できる可能性が示された。凝集剤使用量を削減して本技術を導入した場合は，それぞれ 5.8～6.3 %，12～22 % の削減効果があることが示された。植物系バイオマス混合脱水システムは，未利用の植物系バイオマスの有効利用方法として活用でき，下水処理場における汚泥処分費削減に加え，温室効果ガス排出量の削減に寄与できる技術であることが示された。
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 | 0.001 | 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