Bibliographic record
Abstract
Constitutional authority for the development and implementation of the rules of court lies with both the legislature, by its statutory power, and the judiciary, by the constitutional principles of judicial independence. The court rules in question here are those that govern court accessibility as well as the roles and responsibilities of parties in civil litigation. The three existing models of ride-making are court-led, where a majority of government officials, and collaborative, which lacks an evident majority of either. These rule-making bodies do not control court fees, the executive does, but in a system with any model, the judiciary always has the final say in interpreting and implementing the rules or fees of the court. This creates an unavoidable conflict between the government and the judiciary. The relevant principles of judicial independence in this conflict are the inherent powers of the courts to control all aspects of judicial function, as well as the necessity of accessibility to the courts. The integrity of the administration of justice requires a constitutional compromise that respects these principles and creates an interdependent balance between the judiciary and Parliament. An independent commission composed of non-judicial, non-governmental mediators where disputes between the courts and the governments may be brought would support this requirement. Such a commission would instill the necessary1 confidence in both parties, and would facilitate an effective collaborative guardianship over the administration of court rules and fees while preserving the constitutional principles. Constitutional authority for the development and implementation of the rules of court lies with both the legislature, by its statutory power, and the judiciary, by the constitutional principles of judicial independence. The court rules in question here are those that govern court accessibility as well as the roles and responsibilities of parties in civil litigation.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.016 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.006 | 0.031 |
| Scholarly communication | 0.017 | 0.013 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.008 | 0.011 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".