Self-Regulation, Professional Responsibility and the Duty to Report
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
Professional self-regulation, as we all know, is a privilege and not a right. One consequence of this principle is that a profession must ensure that its members serve the public interest. This responsibility requires that the regulators of a profession have systems in place to ensure that the members are qualified, competet and conduct themselves ethically - and that members who are subject to complaints and discipline are provided with effective, efficient and fair complaints and discipline processes.\nHowever, regulators have limited access to relevant information. Therefore, the members of the profession also have a responsibility to ensure that they personally, and their colleagues, also are pursuing the public interest. In other words, there is a professional obligation on members of a profession to monitor each other. It was this obligation that the Federation of Law Societies of Canada attempted to capture when it included a "Duty to Report Misconduct" in its Model Code, first published in 2009.
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 | 0.002 | 0.001 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it