From Communal Services to Social Resilience: Creating a New Life For The Smiths Falls Former Water Treatment Plant
Bibliographic record
Abstract
The Town of Smiths Falls in Eastern Ontario has experienced both periods of economic growth and decline throughout its history. These economic trends are mirrored in the population’s growth and decline. Following the Covid-19 Pandemic, the populace of Smiths Falls has increased exponentially with communal resources struggling to keep up. Once a vital aspect of Smiths Falls’ service infrastructure, the Waterworks Buildings are located adjacent to the downtown. These provincially designated heritage buildings have been left abandoned since 2010 and have experienced substantial deterioration. The buildings are historically significant, as they represent Smiths Falls’ industrial past and evolution. This thesis explores using conservation practices to address the conditions of the site and its heritage values. Design will be used to explore approaches for adaptive reuse, with the goal of adapting the buildings as a new communal resource for the Town of Smiths Falls in the face of an ever-increasing population.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.017 | 0.009 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".