The Government of Canada’s Approach to Ethics: The Evolution of Ethical Government
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
The history of ethical reform in Canada is a good example of the evolution of ethical government. While criminal activity by political appointees and civil servants is rare today, unethical behavior that attracts public attention does sometimes occur. Canada has a political culture and a governmental system that value integrity, but this orientation has not resolved all of the problems inherent in attempting to substitute the public good for individual benefit. The continuing problems, however, are not the result of a failure to take action. The processes through which the government has attempted to raise ethical standards are described here, and the principles guiding these changes are outlined. As well, contemporary efforts to enhance ethics and the challenges to maintaining ethical commitments are analyzed. The inquiry goes beyond the usual concerns associated with conflict of interest and undue influence to stress the importance of ethical policy as part of a total ethics package. Based on a summary of the lessons learned, the authors argue that reforms that result in high ethical standards require a combination of patience and persistence from leaders who understand the importance of ethics and are dedicated to pursuing appropriate change.
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 | 0.009 | 0.033 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it