Bibliographic record
Abstract
The Chelsea Manifesto (Bruce Russell) (Reviewed by Jo Salas, New Paltz, New York) Isobel on the Way to the Corner Shop (Amy Wittig) (Reviewed by Janet M. Brown, Melbourne, Australia) Cleave (Nikki Gemmell) (Reviewed by Darren DeFrain, Western Michigan University) Land of the Golden Clouds (Archie Weller) and The Alchemist's Key (Traci Harding) (Reviewed by Richard R. Horton, Webster Groves, Missouri) Prowler (Marion Campbell) (Reviewed by Bruce Russell, New York City) The Sound of One Hand Clapping (Richard Flanegan) (Reviewed by Clellie Lynch, New York City) Untold Tales (David Malouf) (Reviewed by Robert Ross, Dallas, Texas) Collected Poems Volume I: 1961-1981, Volume II: 1984-1999 (Peter Porter) (Reviewed by Christopher Pollnitz, University of Newcastle, New South Wales) The Vigilant Heart (Catherine Bateson) and Facing the Pacific (Michael Sariban) (Reviewed by Renee Bandazian, Sarah Lawrence College) Mabo: Life of an Island Man (The Screenplay) (Trevor Graham) (Reviewed by Marilyn Strelau, Simsbury School, Connecticut) Dingoes Den (B. Wongar) (Reviewed by Nancy Potter, University of Rhode Island) Michael Dransfield's Lives: A Sixties Biography (Patricia Dobrez) (Reviewed by Nicholas Birns, New School for Social Research) Eleanor Dark: A Writer's Life (Barbara Brooks and Judith Clark) (Reviewed by Olga Asal Connolly, Florida Department of Education) The Stranger from Melbourne: Frank Hardy: A Literary Biography (Paul Adams) (Reviewed by Frank Parigi, Berkeley, California) the space between: Australian Women Writing Fictocriticism (Heather Kerr and Amanda Nettlebeck, Editors) (Reviewed by Donna Coates, University of Calgary) Anxious Nation, Australia and the Rise of Asia 1850-1939 (David Walker) (Reviewed by Mark Klemens, Shaker Heights, Ohio) The Great Shame and the Triumph of the Irish in The English-Speaking World (Thomas Keneally) (Reviewed by Emily Cargan, University of Calgary) Menzies and the 'Great World Struggle': Australia's Cold War, 1948-1954 (David Lowe) (Reviewed by Charles W. Amade, University of South Florida)
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 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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.119 | 0.535 |
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; both teacher heads agree on what is shown here.
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".