Replace Bleeders With Circulation Pumps to Improve Quality, Lower Costs
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
To maintain suitable water aesthetics, Espanola ‐ a small town in Northern Ontario, Canada, with a population of 5,500 ‐ operated seven bleeders within its water distribution system. Water wasted from these bleeders was estimated to be about 30 percent of total annual production. In addition, the wastage contributed about the same percentage to the load of the sewage treatment plant. By removing one bleeder from the system, savings were estimated to be about $50,000. The savings assumed a conservative cost of $0.50/m 3 for treating water and wastewater. This article discusses a study by Espanola and the Ontario Ministry of the Environment to determine if circulation pumps (CPs) could successfully replace bleeders in certain scenarios and to compare the system's water quality and costs of bleeders vs. CPs.
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) | 0.001 | 0.001 |
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