Investigation on design of the system of automatic controlling and monitoring of residential quarter's living sewage for its reusing treatment by use of ICAST
Bibliographic record
Abstract
By use of ICAST (Intermittent or Cyclic Activated Sludge Technology) a system of automatic controlling and monitoring, of residential quarter抯 living sewage for its reusing treatment on the spot, is independently designed. Taking the national water reuse standard as the target, the running parameters during each technical phase are set according to the influent flow抯 quality and quantity and the dissolved oxygen in the ICAST device by using electrical flowmeters, water level relays, electrical valves and controllers which are connected to the computer, for the sake of that the automating of the water reusing treatment and the water quality monitoring can be realized economically, safely and reliably. The system provides a feasible technical method to make the residential quarter抯 living sewage resourceful and harmless on the spot.
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How this classification was reachedexpand
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 | 0.001 |
| 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".