Bibliographic record
Abstract
This issue of the Potchefstroom Electronic Law Journal (South Africa) sees the publication of a selection of articles derived from the Third International Congress of the World Society of Mixed Jurisdiction Jurists (WSMJJ). That Congress was held at the Hebrew University of Jerusalem, Israel in the summer of 2011. It reflected a thriving Society consolidating its core scholarship on classical mixed jurisdictions (Israel, Louisiana, the Philippines, Puerto Rico, Quebec, Scotland, and South Africa) while reaching to new horizons (including Cyprus, Hong Kong and Macau, Malta, Nepal, etc). This publication reflects in microcosm the complexity of contemporary scholarship on mixed and plural legal systems. This complexity is, of course, well-understood by South African jurists whose system is derived both from the dominant European traditions as well as from African customary systems, including both those that make up part of the official law of the state as well as those non-state norms that continue to be important in the daily lives of many South Africans.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.021 | 0.004 |
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".