Water supply systems : demand, distribution, and pollution
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
Preface Groundwater Contamination & Challenges in Meeting Increasing Water Demand Canadian Bottled Water Export Potential to the United States & the Gulf Countries Disinfection By-Products in Rural Water Supply Systems in Newfoundland: Experimental Investigation & Laboratory Analysis Disinfection By-products in Rural Water Supply Systems in Newfoundland: 2. Predictive Modeling Wastewater Discharge & its Management for Reuse in a Periurban Area of Bangladesh Nutrient Mineral Deficiency in Drinking Water & its Impact on Human Health Water Pollution Governance in Trans-Boundary River Basins: Lessons from a Policy Network Analysis of the Songhua River Pollution Event Removal of Arsenite from Contaminated Water by Constructed Soil Filter (CSF) Distribution of Trace Metal Pollutants in Surface Water System Connected to Effluent Disposal Points of Dhaka Export Processing Zone (DEPZ), Bangladesh: A Statistical Approach Index.
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 | 0.002 | 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 | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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