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
. Throughout the common-law world, there is no liability for negligence unless the defendant breached a duty of care owed to the plaintiff. But when is such a duty owed? In the foundational judgment of English negligence law in 1932, Donoghue v. Stevenson, Lord Atkin asserted that "there must be, and is, a general conception of relations giving rise to a duty of care." Lord Atkin thereby gave expression to the view that the law cannot treat the collection of duties as a chaotic miscellany of disparate norms. Rather, the systematic nature of legal norms requires both that all duties of care be thematically unified through the same underlying principle and that each particular duty be internally coherent. More recently, however, courts seem to have given up on the attempt to formulate or appeal to a general conception of duty and have returned to the multiplicity of particular duties that Lord Atkin deplored. This has caused a "disintegration of duty."
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 | 0.001 | 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