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
Variations among democratic governments are endless but a common characteristic is the way control of the public purse is exercised. This is particularly true in Westminster style legislatures based on principles of responsible government. Even in democratic states where the confidence convention does not apply governmental disarray abounds when a government is exposed for inappropriately spending funds. Too often, when trying to ‘measure’ the health of a democracy we look for indicators such as gross national product levels, mortality rates, and the extent to which individual, collective and human rights are protected. Seldom is the focus upon the sphere of fiscal spending and the level of fiscal accountability contained within a political regime when attempting to posit an evaluative analysis on any given government’s ‘worth’, health, or extent to which it is democratic. This article examines the Office of the Provincial Auditor in Ontario and its role in examining the spending of public funds. It also reviews the evolution of legislative auditing in that province and recent changes to the office’s legislation.
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 | 0.001 | 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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