Departmental audit committees and governance: Making management and accountability the priority from the top down
Bibliographic record
Abstract
Abstract: One of the key policies arising from the Federal Accountability Act 2006 was the requirement for deputy heads to establish “department and agency audit committees.” These committees comprise retired public servants, academics and leaders from the private sector. This policy requires deputy heads to take advice from “outside” advisers for the management of their departments or agencies. This is unprecedented. The author examines the reform antecedents of this policy, key implementation considerations, and what this is likely to mean for management in the federal public service. Sommaire : L'une des politiques clés soulevées par la Loi fédérale de 2006 sur la responsabilitéétait que les administrateurs généraux établissent « des comités de vérification pour les ministères et les organismes ». Ces comités se composent de fonctionnaires retraités, d'universitaires, et de leaders du secteur privé. La mise en œuvre de cette politique exige que les administrateurs généraux demandent conseil à des conseillers « externes » pour la gestion de leur ministère ou organisme. Ce fait est sans précédent. L'auteur examine les antécédents de cette politique en matière de réformes, les réflexions clés de mise en œuvre, et ce que cela risque de signifier pour la gestion de la fonction publique fédérale.
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 | 0.001 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 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 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".