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
Canadian legislatures regularly assign what are truly court functions to non-court, government tribunals. These executive branch “judicial” tribunals are surrogate courts and together comprise a little-known system of administrative justice that annually makes hundreds of thousands of contentious, life-altering judicial decisions concerning the everyday rights of both individuals and businesses. This book demonstrates that, except perhaps in Quebec, the executive branch’s administrative justice system is a justice system in name only. Failing to conform to rule-of-law principles or constitutional norms, its judicial tribunals are neither independent nor, in law, impartial and are only providentially competent. Unjust by Design describes a system in transcendent need of major restructuring. Written by a respected critic, it presents a modern theory of administrative justice fit for that purpose. It also provides detailed blueprints for the changes the author believes would be necessary if justice were to in fact assume its proper role in Canada’s administrative justice system.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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