Public Health Risk Assessment and Risk Management for Safe Drinking Water
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
Groundwater provides drinking water to more than 10 million Canadians, including more than 80% of rural populations. Ensuring that groundwater is safe for human consumption is a shared responsibility of any scientist or professional engaged in a domestic or municipal groundwater supply. All such individuals should understand the basis for judging the safety of drinking water, particularly, the practical limitations of the techniques for making those judgements. This is true for public health risk assessment of drinking water, just as groundwater hydrogeologists need to understand the uncertainties and limitations of the methods they must rely on for understanding and interpreting groundwater resources. This book seeks to provide an insight into the processes used for judging the health risks associated with contamination of drinking water so that groundwater specialists can engage with public health officials in meaningful discussion and decision-making about the best means for effectively managing health risks associated with drinking water.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| 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