“The quarry proposed by the St. Marys Cement Inc. for a location near Carlisle, Ontario, should not be permitted”: Adjudication Report
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
Arguments were presented in opposition to and in favour of St. Marys Cement Inc.’s proposal to construct a limestone quarry near Flamborough, Ontario as written reports and oral debates. This paper describes the development and implementation of a set of decision-making criteria that is used select the stronger of the two opinions. Measures were taken to limit bias in the adjudication process, maintain a high quality of referenced information, and establish a fair, comprehensive set of standards necessary for a convincing argument before the opposing arguments were presented. According to this set of decision-making criteria, the Opponents’ argument in opposition to the movement against development of the quarry was deemed most convincing. Although both parties structured arguments on social, economic, and environmental grounds, the arguments of the Opponents were stronger overall. Construction of the quarry is legal, and should be permitted as a benefit to the province of Ontario.
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 | 0.001 | 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 | 0.000 |
| 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