Applying the Precautionary Principle to Private Persons : Should it Affect Civil and Criminal Liability?
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 precautionary principle, developed in international environmental law, is a prospective concept. It can be used to decide what should be allowed to occur in the future. The question addressed in this article is whether, in domestic law, the precautionary principle should be applied retrospectively. Should precautionary behaviour be used as a standard to apply to the past actions of private persons, so as to judge whether those persons have acted legally ? In the civil realm, the answer is « yes ». Applying the precautionary principle in civil cases removes foreseeability requirements, and transforms liability based on fault into strict liability. In the criminal sphere, retrospective application of the precautionary principle is not appropriate. To require precautionary action on the part of an accused in an environmental prosecution transforms strict liability into absolute liability, and creates the potential for criminal punishment in the absence of culpability.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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