The Nature of Inquisitorial Processes in Administrative Regimes: Global Perspectives Research Workshop Report
Bibliographic record
Abstract
In the past decade or so, one has seen an increase in the use of the term “inquisitorial” with it becoming de rigueur for many instances of non-adversarial decision-making in the administrative state. The phenomenon of terming non-adversarial administrative process as inquisitorial, is not peculiar to Canada. In other Commonwealth jurisdictions where the adversarial tradition prevails, such as Australia and the UK, a similar phenomenon has occurred. Similarly, in the United States, the Supreme Court has labeled the federal Social Security adjudicatory scheme an inquisitorial procedure, owing in part to the investigatory nature of the Administrative Law Judge. Despite the classification, in most jurisdictions around the world, the meaning of the term “inquisitorial” refers to many different concepts and processes that often do not replicate the pure inquisitorial model that originated in the Civil Law tradition. This article reports on an international research workshop that brought together academics, policy-makers, and judges who have served as Commissioners of public inquiries, to discuss polyjural decision-making in the administrative state. Participants stemmed from traditionally adversarial and inquisitorial jurisdictions, generating innovative comparative insights on hybridized administrative process and institutional design, in relation to hearing processes, legislative oversight, ombudsman, public inquiries and administrative investigations. The conference website can be found at: http://www.uwindsor.ca/law/inquisitorial-processes/ .
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 | 0.011 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.008 | 0.025 |
| Scholarly communication | 0.025 | 0.021 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".