Bibliographic record
Abstract
Books reviewed in this issue. Australia's Empire. Edited by Deryck M. Schreuder and Stuart Ward, The Oxford History of the British Empire Companion Series, Editor‐in‐Chief, Wm. Roger Louis Australia's Birthstain: The Startling Legacy of the Convict Era. By Babette Smith Closing Hell's Gates: The Death of a Convict Station. By Hamish Maxwell‐Stewart Land of Vision and Mirage: Western Australia Since 1826. By Geoffrey Bolton The Secret War: A True History of Queensland's Native Police. By Jonathan Richards Enid Lyons: Leading Lady to a Nation. By Anne Henderson J.V. Barry: A Life. By Mark Finnane Roma the First: A Biography of Dame Roma Mitchell. By Susan Magarey and Kerrie Round The Godfather: The Life of Brian Burke. By Quentin Beresford Howard's Fourth Government: Australian Commonwealth Administration 2004–2007. Edited by Chris Aulich and Roger Wettenhall Indigenous Peoples: Self‐Determination, Knowledge, Indigeneity. Edited by Henry Minde The Queen's Other Realms: The Crown and Its Legacy in Australia, Canada and New Zealand. By Peter Boyce Watching Brief: Reflections on Human Rights, Law and Justice. By Julian Burnside Human Rights Overboard: Seeking Asylum in Australia. By Linda Briskman, Susie Latham, and Chris Goddard Literary and Social Diasporas: An Italian Australian Perspective. Edited by Gaetano Rando and Gerry Turcotte Tell It As It Is: Autobiography of Rt Hon Sir Peter Kenilorea KBE PC Solomon Islands' First Prime Minister. By Peter Kenilorea. Edited by Clive Moore Brilliant Women: 18 th ‐Century Bluestockings. By Elizabeth Eger and Lucy Peltz The Victorians and Germany. By John R. Davis Surviving Hitler and Mussolini: Daily Life in Occupied Europe. By Robert Gildea, Olivier Wieviorka and Anette Warring Burning Books. By Matthew Fishburn Sacred Gifts, Profane Pleasures: A History of Tobacco and Chocolate in the Atlantic World. By Marcy Norton The Dictionary of Alternatives: Utopianism and Organization. By Martin Parker, Valerie Fournier and Patrick Reedy Drawing the Global Colour Line: White Men's Countries and the Question of Racial Equality. By Marilyn Lake and Henry Reynolds Raphael Lemkin and the Struggle for the Genocide Convention. By John Cooper Empire, Colony, Genocide: Conquest, Occupation and Subaltern Resistance in World History. Edited by A. Dirk Moses A History of Political Thought: From Antiquity to the Present. By Bruce Haddock The Trouble with Theory: The Educational Costs of Postmodernism. By Gavin Kitching Design and Destiny: Jewish and Christian Perspectives on Human Germline Modification. Edited by Ronald Cole‐Turner The Allure of Machinic Life — Cybernetics. Artificial Life, and the New AI. By Harvey Johnston
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".