A LIFE-CYCLE APPROACH FOR ESTIMATION OF GREENHOUSE GAS EMISSIONS FROM CANADIAN WASTEWATER TREATMENT
Why this work is in the frame
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Bibliographic record
Abstract
A LIFE-CYCLE APPROACH FOR ESTIMATION OF GREENHOUSE GAS EMISSIONS FROM CANADIAN WASTEWATER TREATMENTAn inventory of emissions of greenhouse gases (GHGs) from Canadian municipal wastewater treatment plants was prepared using a life-cycle approach. The inventory procedure differs from that used by the Inter-governmental Panel on Climate Change (IPCC) in that upstream electricity emissions associated with power consumption on-site at the treatment facilities were included in this inventory, instead...Author(s)Hugh D. MonteithHalla R. SahelyHeather L. MacLeanDavid M. BagleySourceProceedings of the Water Environment FederationSubjectSession 17 - Decentralized Treatment and International Issues: Kyoto Climate Change and SustainabilityDocument typeConference PaperPublisherWater Environment FederationPrint publication date Jan, 2003ISSN1938-6478SICI1938-6478(20030101)2003:11L.514;1-DOI10.2175/193864703784755797Volume / Issue2003 / 11Content sourceWEFTECFirst / last page(s)514 - 527Copyright2003Word count388
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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