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
leaders in the industry in Canada. They have established robust legislation and regulations that is designed to strive for high quality drinking water. After a review of the relevant documentation in the drinking water program, potential gaps were identified. These potential gaps were identified by four main areas: 1) Operations; 2) Communication; 3) Emergency Preparedness; and 4) Security. Firstly, these gaps were explained in terms of areas of focus for Alberta Environment’s Drinking Water Program. Secondly, a questionnaire was developed that was used during site visits to facilities, and interviews with government staff. The responses from this questionnaire are the basis for eleven recommendations for improvement to the drinking water program. Each recommendation includes a recommended time for completion and priority based on a scale from 1 to 4, where 1 is the highest priority and 4 is the lowest. Recommendations for consideration by Alberta Environment involve the following key areas:
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) | 0.000 | 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