Front matter and Introduction - Journal of the Sydney Society for Scottish History, Volume 13 (2010)
Bibliographic record
Abstract
This volume is assembled as a tribute to Malcolm Broun OAM QC from his friends inthe Sydney Scottish History Society and the Scottish Australian Heritage Council. Forthe past twenty five years in between work on family law in Australia, serving onlegal committees on family and tax law, writing one of the key text books on thesubject, running Asian conferences on such matters and appearing as a senior barristerin all the Law Courts in Australia, Malcolm has been at the forefront of promotingScottish and Celtic studies, particularly at his alma mater, the University of Sydney,where he was prominent in promoting the Celtic Studies Foundation. His energeticparticipation was also to be found in many other committees and the communityinvolved in promoting knowledge and study of Celtic studies, the Scottish past andthe Scottish Diaspora groups such as the Scottish-Polish Club, the Auld AllianceAssociation, and to the Dalhousie Society. This saw a resurgence in interest in allthings Celtic in the wider community.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.302 | 0.085 |
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".