Book reviews
Bibliographic record
Abstract
Disputed Histories: Imagining New Zealand's Pasts edited by Tony Ballantyne and Brian Moloughney. University of Otago Press, Dunedin. 2006. 283 p. NZ$49.95 (paperback). ISBN 1877276161. Historical Frictions: Maori Claims and Reinvented Histories by Michael Belgrave. Auckland University Press, Auckland. 2005. 388 p. NZ$49.95 (paperback). ISBN 1869403207. New Zealand Identities: Departures and Destinations edited by James H Liu, Tim McCreanor, Tracey McIntosh, and Teresia Teaiwa. Victoria University Press, Wellington. 2005. 304 p. NZ$39.95 (paperback). ISBN 0864735170. Revolution: The 1913 Great Strike in New Zealand , edited by Melanie Nolan. Canterbury University Press, Christchurch. 2006. 320 p. NZ$34.95 (paperback). ISBN 1877257400. Sexuality Down Under: Social And Historical Perspectives edited by Allison Kirk‐man and Pat Moloney. University of Otago Press, Dunedin. 2006. 301 p. NZ$39.95 (paperback). ISBN 1877372102. Geographies of Globalization by Warwick E. Murray. Routledge, London and New York. 2006. 392 p. NZ$69.95 (paperback). ISBN 0415317991.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.521 | 0.404 |
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".