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
Criticism: Patrick White's legacy: The critics weigh in Cynthia vanden Driesen and Bill Ashcroft, eds. Patrick White Centenary: The Legacy of a Prodigal Son. Newcastle upon Tyne, UK: Cambridge Scholars Publishing, 2014. 511 pp. £57.99. ISBN 978-1-4438-6040-6 Carolyn Bliss, University of Utah\nFiction: The Vladimir Nabokov book club Gail Jones. A Guide to Berlin. Sydney: Vintage Books Australia, 2015. 262 pp. $32.99. ISBN 978-0-85798-815-7 Katy Crane, University of Alaska Fairbanks\nFiction: Growing up in murky water Tony Birch. Ghost River. St. Lucia: University of Queensland Press, 2015. 294 pp. A$29.95. ISBN: 978-0-7022-5377-5 Eric-Alain Parker, Daytona State College\nFiction: Idealism and guns Wendy Scarfe. Hunger Town. Mile End, SA: Wakefield Press, 2014. 454 pp. A$29.95. ISBN: 978-1-74305-336-2 Victoria Avery, University of Alaska Fairbanks\nFiction: In the quiet company of a dreamer Felix Calvino. Alfonso. Melbourne: Arcadia, 2013. 117 pp. A$22.95. ISBN: 978-1-925003-20-8 Jennifer Popa, Austin, TX\nPoetry: A poetry mixed bag Adrian Caesar. Dark Cupboards New Rooms. London: Shoestring Press, 2014. 78 pp. £9.00. ISBN 978-1-910323-01-4 Carolyn Stice, University of Alaska Fairbanks\nPoetry: Careful clarities Simon West. The Ladder. Glebe, NSW: Puncher and Wattmann, 2015. 57 pp. A$25.00. ISBN: 978-1-92218-676-8 Dan Disney, Sogang University, Seoul\nPoetry: Undernotes of Desire Cassandra Atherton. Exhumed. Wollongong, NSW: Grand Parade Poets, 2015. 86 pp. A$21.95. ISBN 9-780987-129192 Dan Disney, Sogang University, Seoul\nPoetry: A precious gift Christine Townend. Walking with Elephants. Woodford: Island Press, 2015. 94 pp. A$20.00. ISBN 978-0-909771-90-4 Airica Parker, Colorado State University\nNonfiction: Missed opportunities in Myanmar Lydia Laube. From Burma to Myanmar: On the Road to Mandalay. Adelaide: Wakefield Press, 2015. 166 pp. A$24.95. ISBN 978-1-74305-392-8 Natalie Taylor, University of Alaska Fairbanks\nChildren's Literature: A zoo is not a zoo, or, Ecopoetics for children Mark Riordan. The Poetry of Queensland: B. J. P. Burnsyde Anthology, Book Six. Illustrations by Bailie Reichardt. Middletown, DE: CreateSpace, 2016. 76 pp. $16.95. ISBN 978-1-52332-417-0 U. S. Dhuga, Toronto, Canada
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.005 |
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