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
Keeper of the Faith: A Biography of Jim Cairns. By Paul Strangle Melbourne: Melbourne University Press, 2002. Pp. xv + 464. $49.95 cloth. New Guinea: Crossing Boundaries and History. By Clive Moore. Honolulu: University of Hawai'i Press, 2003. Pp. 274. US$50 paper. The Lowest Rung: Voices of Australian Poverty. By Mark Peel. Cambridge: Cambridge University Press, 2003. Pp. 206. $37.95 paper. The Italians in Australia. By Gianfranco Cresciani. Cambridge: Cambridge University Press, 2003. Pp. 192. $37.95 paper. Life and Death in the Age of Sail. The Passage to Australia. By Robin Haines. Sydney: New South Wales University Press, 2003. Pp. 365. $49.95 cloth. Free Radicals of the Left in Postwar Melbourne. By John McLaren. Melbourne: Australian Scholarly Publishing, 2003. Pp. xi + 386. $39.95 paper. Designs on a Landscape: A History of Planning in North Sydney. By Margaret Park. Sydney: Halstead Press, 2003. Pp. 240. $39.95 paper. Leisure and Pleasure: Reshaping & Revealing the New Zealand Body 1900–1960. By Caroline Daley. Auckland: Auckland University Press, 2003. Pp. x + 308. NZ$39.99 paper. Madness in Australia: Histories, Heritage and the Asylum. Edited by Catharine Cole‐borne and Dolly MacKinnon. Brisbane: University of Queensland Press, 2003. Pp. 269. $35 paper. Unfolding History, Evolving Identity: The Chinese in New Zealand. Edjted by Manying Ip. Auckland: Auckland University Press, 2003. Pp. 304. NZ$44.99 paper. The Fuss That Never Ended. The Life and Work of Geoffrey Blainey. Edited by Deborah Gare, Geoffrey Bolton, Stuart Marintyre and Tom Stannage. Melbourne: Melbourne University Press, 2003. Pp. xi + 221. $39.95 paper. Rights for Aborigines. By Bain Attwood. Sydney: Allen and Unwin, 2003. Pp. xiv + 410. $39.95 paper. The Quest for Origins: Who First Discovered and Settled New Zealand and the Pacific Islands? By K. R. Howe. Auckland: Penguin, 2003. Pp. 235. $29.95 paper. The History Wars. By Stuart Macintyre and Anna Clark. Melbourne: Melbourne University Press, 2003. Pp. x + 274. $29.95 paper. While You're Away: New Zealand Nurses at War 1899–1948. By Anna Rogers. Auckland: Auckland University Press, 2003. Pp. 352. NZ$39.99 paper. A Voice for Mothers: the Plunket Society and Infant Welfare 1907–2000. By Linda Bryder. Auckland: Auckland University Press, 2003. Pp xvi +352. NZ$49.99 paper. Mixed Matches: Interracial Marriage in Australia. By June Duncan Owen. Sydney: New South Wales University Press, 2002. Pp. x + 177. $39.95 paper. North of Capricorn. By Henry Reynolds. Sydney: Allen and Unwin, 2003. Pp. xvi + 220. $44.95 cloth. Frank Hardy and the Literature of Commitment. Edited by Paul Adams and Christopher Lee. Melbourne: Vulgar Press, 2003. Pp. 291. $39.95 paper. Saltwater People: the Waves of Memory. By Nonie Sharp. Sydney: Allen & Unwin, 2002. Pp. xvi + 306. $27.95 paper. The British World: Diaspora, Culture and Identity. Edited by Carl Bridge and Kent Fedorowich. London: Frank Cass, 2003. Pp. 240. £45 cloth, £18.50 paper. The Artificial Horizon: Imagining the Blue Mountains. By Martin Thomas. Melbourne: Melbourne University Press, 2003. Pp. 290. $49.95 cloth. Beyond the Ladies Lounge: Australia's Female Publicans. By Clare Wright. Melbourne: Melbourne University Press, 2003. Pp. xv + 240. $34.95 paper. James Stirling, Admiral and Founding Governor of Western Australia. By Pamela Statham‐Drew, Nedlands: University of Western Australia Press, 2003. Pp. xv + 655. $59.95 cloth. Imperial Hygiene: A Critical History of Colonialism, Nationalism and Public Health. By Alison Bashford. Basingstoke: Palgrave Macmillan, 2004. Pp. 264. $90.00 cloth.
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 | 0.000 | 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 | 0.001 | 0.001 |
| 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