Certification : the procedure, its role in class action proceedings in Ontario and the proposed South African certification procedure
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
One of the primary reasons for the introduction of class actions is to improve access to justice. However, the existence of substantive barriers to the court system and its operation will bar litigants from pursuing meritorious claims, and this creates a wrong climate for class actions. It is therefore important that the legal infrastructure of class proceedings be designed in a way that counteracts such barriers and ensures efficient litigation. Class proceedings are necessary to deal with the burden which is placed on the normal litigation process by the complex demands of a large number of litigants, and is of necessity a procedural mechanism. Certification is a vital part of such a mechanism and its role is to ensure that class proceedings are appropriate. Therefore, until a potential action is certified, it is not a class action. In South Africa constitutional provision has been made for class actions and public interest actions. The South African Law Commission recommended legislation to provide for these actions in general practice, and included draft legislation in its recommendations. Since no legislation has been forthcoming, the proposed legislation pertaining to certification will be evaluated against the Ontario legislation to test its potential effectiveness.
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) | 0.000 | 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