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
Abstract This article focuses on the extent of a company's responsibility for the criminal conduct of its employees. It considers the initial reluctance of common law courts to hold corporations criminally responsible for offences requiring mens rea , a mental element not found in artificial persons. The courts overcame this initial difficulty with recourse to the identification doctrine, which seeks to attribute to a company the fault of certain of its officers. However, the restrictiveness and inconsistencies embodied in the various judicial statements of that doctrine precipitated recourse in some jurisdictions to civil law concepts, such as respondeat superior , vicarious liability and even strict liability, to found corporate criminal responsibility. The need to streamline the scope of, if not enhance, corporate criminal liability, has engendered statutory reforms in some jurisdictions. The article considers reforms in Australia, the UK, Canada and the USA, in comparison with the situation in South Africa and Lesotho.
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 | 0.001 |
| 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) | 0.001 | 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 it