Officers of the Assembly and the Ontario Legislature: Reconsidering the Relationship
Bibliographic record
Abstract
Officers of Parliament, or as the are referred to in Ontario, "officers of the Assembly", have emerged within Westminster systems as a recognized tool for enhancing parliamentary oversight and increasing transparency in government. However, in Ontario, the absence of a clearly defined relationship with the provincial legislature has meant that certain officers of the Assembly have felt it necessary to "lobby" individual members and committees, as well as the media, in order to carry out their accountability and oversight functions. This lack of clarity places unnecessary stress on the relationship between independent officers, the Ontario Legislature, and the public sector, and can also negatively impact the public's perception of government overall. \n \nThis paper looks specifically at the relationship between the Ontario Legislature and officers of the Assembly, in terms of their governance structures, their appearances in legislative committees, and references to their work in House and committee proceedings. It finds that reforms are needed in order to strengthen officers' relationships with the Legislature. Independent officers possess few powers of enforcement and as such, strong ties to the Assembly are necessary to ensure that recommended action is taken by legislators defend public trust and dollars.
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 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 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".