Twenty-year Performance Evaluation of Grass Swale and Perforated Pipe Drainage Systems
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
Twenty-year Performance Evaluation of Grass Swale and Perforated Pipe Drainage SystemsThree sewersheds in Ottawa, Canada, consisting of two grass swale and perforated pipe (GSPP) drainage systems and one conventional curb and gutter drainage system were studied to compare the performance of GSPP systems to the conventional drainage systems. The research was conducted by J.F. Sabourin in 1991/92, with follow-up studies in 1998 and 2006 by J.F. Sabourin and Associates Inc. (JFSA)....Author(s)Jean-François SabourinHeather C. WilsonSourceProceedings of the Water Environment FederationSubjectSession 90: Sustainable Solutions to Stormwater Issues Through Green InfrastructureDocument typeConference PaperPublisherWater Environment FederationPrint publication date Jan, 2011ISSN1938-6478SICI1938-6478(20110101)2011:10L.6035;1-DOI10.2175/193864711802766254Volume / Issue2011 / 10Content sourceWEFTECFirst / last page(s)6035 - 6059Copyright2011Word count159Subject keywordsstormwater managementgrass swaleperforated pipedrainage systemsperformance evaluation
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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 | 0.001 | 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 | 0.001 |
| 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