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
Equitable claims are increasingly arising in Australian estate litigation, particularly in conjunction with family provision applications. Since the leading decision in Bridgewater v Leahy, in addition to undue influence and unconscionable bargain claims, actions based on equitable estoppel, constructive and resulting trusts, breach of fiduciary duty, and breach of legislative duties that mirror equitable obligations are increasingly being brought in contemporary estate litigation. Such litigation often raises challenging issues for claimants, including evidentiary hurdles and allegations of undue delay, especially when claims are made post-mortem in relation to inter vivos dealings with property. Accordingly, solicitors need to ensure that they fully understand the nature and potential application of equitable claims in estate litigation, or face the prospect of incurring liability to clients for professional negligence. This article explores recent trends in Australian estate litigation involving equitable claims.
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 | 0.000 | 0.000 |
| 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