Banishing Bureaucracy or Hatching a Hybrid? The CanadianFood Inspection Agency and the Politics of Reinventing Government
Bibliographic record
Abstract
The Canadian Food Inspection Agency (CFIA) is a means to overcoming long‐standing bureaucratic politics while attaining some major policy ends.Contrary to some of the new public management bravado of transforming the public sector, the CFIA is not a bureaucratic revolution in reshaping the Canadian State. Changes in scientific staffing, funding, and inspection have been more incremental than fundamental. Moreover, the CFIA is something less than the special and separate operating agency models discussed in the alternative service delivery literature in terms of autonomy and market orientation, but something more autonomous and entrepreneurial than traditional government departments. These organizational and managerial reforms are modest extensions providing a means for achieving economies and enhanced effectiveness in carrying out the mandate of safety, consumer protection, and market access for Canadian food, animal, plant, and forestry products.
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 | 0.010 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.016 | 0.055 |
| Scholarly communication | 0.016 | 0.010 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.006 | 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".