Bibliographic record
Abstract
The Regional District of Nanaimo (RDN) is experiencing increased pressure from population growth, urban sprawl, and economic development initiatives. As such, the RDN is developing a set of indicators to monitor sustainability within the region, through the State of Sustainability Project. The groundwater supply is finite and groundwater extraction should be conducted with a good understanding of the groundwater regime and the watersheds ’ dynamic (including the interaction between surface water and groundwater). Groundwater is a fully allocated resource and provides freshwater to discharge areas such as lakes, rivers, estuaries, wetlands and foreshores. Ecosystems are impacted when groundwater is not fully returned to the aquifers or to the ecosystems relying on it. It is therefore very important in a developed area to assess and understand humans ’ ‘footprint’ on the water cycle, and specifically, groundwater. Although the RDN has been a supporter of sustainability, certain barriers still exist within the current strategies and policies that are ambiguous or allow for certain ‘loop holes ’ in the approval procedures. Examples include supply management concepts that increase
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.
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 | 0.000 | 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) | 0.003 | 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".