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
I have often wondered whether the history of Canadian constitutional law might best be taught by traversing a footbridge of metaphors. In the “Two Row Wampum” of treaty relations, the “compact” of Confederation, the “watertight compartments” and “balance” of the division of powers, the “living tree” of the Canadian Charter of Rights and Freedoms, and the “architecture” of our parliamentary structures, Canada’s Constitution has found expression in constructs of the imagination as much as commands of the text. Discerning meaning from abstract constitutional provisions invariably requires a turn to external principles and ideas to guide interpretation and to shape a larger constitutional story of purpose. Metaphors, norms, unwritten principles and narratives will always play a crucial role in constructing meaning in Canadian constitutional law. The question is not should courts turn to constitutional metaphors to guide constitutional interpretation —they will and must as a function of the interpretive role demanded of them —but rather what is the appropriate use of such metaphors in constitutional adjudication.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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