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
Civil justice reforms in both England and Canada have consistently advocated the need for a litigation ‘culture shift’ away from the traditional adversarial trial process in resolving disputes to settlement through ADR. In seeking to implement this cultural shift, both countries have adopted distinctly diverging approaches to the issue of mandatory ADR. This paper critically analyses the current rules of civil process and associated judicial attitudes toward compulsory ADR in England and in Canada. It argues that the Canadian approach of legislating compulsory ADR provides greater consistency and predictability when it comes to ensuring that litigants undertake ADR efforts. In contrast, the English approach, which formally rejects but impliedly accepts and implements mandatory ADR, creates uncertainty for those who engage with the civil justice process. Drawing on the Canadian practice, this paper proposes ways in which the English court rules may be reformed to better integrate mandatory ADR.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it