Exploration on Water Supply & Drainage Planning and Study Under Perspective of Rural and Urban Areas——for an example of Xianyang city
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
On the basis of empirical research on development and utilization of water resources at home and abroad,the present situation of water supply and drainage status are analyzed,and then problems of water supply and drainage such as the aging water supply pipes,over-exploited underground water,low sewage treatment efficiency in urban and rural area are put forward.The water demand is forecasted to guide urban and rural configuration of water supply and drainage,then the emphasis of water supply and drainage is confirmed.At last,the countermeasures and suggestions that the town should fully play the impetus function,the laws and systems should be improved and poly-pattern financing channel should be constructed are put forward for Xianyang City.
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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