Bibliographic record
Abstract
undue influence * fiduciary duty * breach of confidence * profits from crime * profits from breach of contract * ineffective transactions * undue influence * unconscionability * mistake * matrimonial property Illustration 2. The contents of the law of restitution listed by their origins in common law and equity.9 The Restatement included much equitable doctrine.Thus, fiduciary obligation, the principal doctrinal home for the constructive trust in English law, is a central component of 8. Supra, footnote 2, at p. 12. 9.The list is expanded, from the table of contents of the first Restatement of Restitution, to include categories of restitutionary liability that have subsequently been recognized to deal with an analogous problems, including three topicsmatrimonial property, profits from breach of contract and self-serving intermeddlers that have been included in the new third Restatement of Restitution, the final instalment of which was approved by the Institute at its meetings in May of this year.American Law Institute, Restatement of the Laiw' Third: Restitution and Unjust Enrichment (Tentative Draft No. 7) (Philadelphia,
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.006 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".