Bibliographic record
Abstract
The Undying (Mudrooroo) (Reviewed by Richard Carr, University of Alaska-Fairbanks)The Custodians (Nicholas Jose) (Reviewed by Peter Wolfe, University of Missouri-St. Louis)The Chosen (David Ireland) (Reviewed by Darren DeFrain, Western Michigan University)Oyster (Janette Turner Hospital) (Reviewed by Donna Coates, University of Calgary)Collected Stories (Gillian Mears) (Reviewed by Felicity Plunkett, University of Armidale)Serpent Dust (Debra Adelaide) (Reviewed by Cleo Lloyd da Silva, Los Angeles)Plains of Promise (Alexis Wright) and Steam Pigs (Melissa Luchashenko) (Reviewed by Marilyn Strelau, Simsbury High School)The Delphic Women Series and Medea (Kerry Greenwood) (Reviewed by Gina Luria Walker, The New School for Social Research)Red Shoes (Carmel Bird) (Reviewed by Nicholas Birns, The New School for Social Research)Letters to Francesca, The Prince and Duckness (Tim Richards) (Reviewed by Lars Ahlstrom, Sweden)Indigenous Australian Voices: A Reader (Jennifer Sabbioni, Kay Schaffer and Sidonie Smith, eds.) (Reviewed by Jennifer Kelly, University of Calgary)Australia (Robert Ross, ed.) (Reviewed by Anne Pender, Australian Defence Force Academy)The Ebony Gates (David Rowbotham), Songs of the East Coast (Val Vallis) and Album of Domestic Exile (Andrew Sant) (Reviewed by Julian Croft, University of New England)Sometimes Gladness: Collected Poems 1954 to 1997 (Bruce Dawe) (Reviewed by Herbert C. Jaffa, New York University)Enter Your House With Care (Connie Barber) and the shadow's keep (John Anderson) (Reviewed by Werner Senn, University of Berne)Dark Angel (Kevin Hart) (Reviewed by Michael Wiley, University of North Florida)A Dimension of the Angel: A Study of Les Murray's Poetry (Anurag Sharma) (Reviewed by Bert Almon, University of Alberta)Studies in Australian Literary History (Brian Kiernan) and The Australian Novel 1830-1980: A Thematic Introduction (John Scheckter) (Reviewed by Robert Zeller, Southeast Missouri State University)Post-colonial Essays on South Pacific Literature (Patrick D. Morrow) (Reviewed by Shirley Paolini)South of My Days: A Biography of Judith Wright (Veronica Brady) (Reviewed by Nancy Potter, University of Rhode Island)Larry Sitsky: A Bio-Bibliography (Robyn Holmes, Patricia Shaw and Peter Campbell) (Reviewed by Deborah Hayes, University of Colorado at Boulder)New Worlds from Old: 19th Century Australian & American Landscapes (Reviewed by Tina Kane, Metropolitan Museum of Art)The Modern West in Search of Meaning (John Carroll) (Reviewed by Margaret Boe Birns, New York University)Dreamtime Alice - A Memoir (Mandy Sayer) (Reviewed by Robert Ross, University of Texas at Austin)
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.484 | 0.455 |
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; the direct Gemma label and the distilled Codex classifier 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".