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
This book explores the judiciary’s role in achieving substantive equality utilising statutory discrimination law. The normative literature suggests that to eliminate discrimination, courts have to adopt a more substantive interpretation of discrimination laws, but the extent to which this has occurred is variable. The book tackles the problem by exploring the idea that there needs to be a ‘creative’ interpretation of discrimination law to achieve substantive results. The author asks whether a ‘creative’ interpretation of statutory discrimination law is consistent with the institutional role of the judiciary, and takes a comparative approach to the interpretation of non-discrimination rights by considering the interpretation of statutory discrimination law in the UK, Canada and Australia. The book explores the differences in doctrine that have developed by considering key controversies in discrimination law: Who does discrimination law protect? What is discrimination? When can discrimination be justified? The author argues that differences in the case
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 | 0.003 | 0.002 |
| 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 | 0.005 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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