Preventing Sarbanes‐Oxley and other Whistleblower claims
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 increased regulatory scrutiny in recent years of public corporations, broker‐dealers, and other investment companies has led to a wave of legislative and regulatory reforms. Central to these reforms is the Sarbanes‐Oxley Act (“SOX” or “the Act”), enacted in July 2002. Intended to restore investor confidence in ailing financial markets reeling from a spate of highly publicized corporate governance scandals, the Act reforms the oversight of corporate accounting practices and addresses a wide range of corporate accountability issues. In addition, the Act significantly raises the protections for employees of public companies who report conduct that they reasonably believe constitutes a violation of federal law relating to financial, securities, or shareholder fraud. Thus, the Act creates new federal administrative and judicial remedies for employees who believe they have been retaliated against for blowing the whistle on corporate fraud.
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 | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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