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
Wright’s cygnet-ure achievement eludes conclusions Alexis Wright. The Swan Book. Artarmon: Giramondo Publishing Co., 2013. 340 pp. A$29.95. ISBN 978-1-922146-41-0 Katherine Mulcrone, Chicago, Illinois\nMoral choices in an amoral world Tim Winton. Eyrie. Melbourne: Hamish Hamilton, 2013. 424 pp. n.p. ISBN 978-1-92642-853 Eric Notaro, Fort Lewis College\nWhere the knot leads us Roger McDonald. The Following. Sydney: Vintage, 2013. 260 pp. A$32.99. ISBN 978-1-74275-991-3 Paul Plisiewicz, Coastal Carolina University\nAt the intersection of love, longing, and war Jonathan Bennett. The Colonial Hotel. Ontario: ECW press, 2014. 227 pp. n.p. ISBN 978-1-77041-178-4 Danny Dyer, University of Alaska Fairbanks\nImages locking and unlocking in hyper reality Louis Armand. Cairo. London: Equus Press, 2014. 363pp. n.p. ISBN 978-0-95712-137-9 Jennifer Popa, Austin, Texas\nThe truth is Down Under Angela Meyer, ed. The Great Unknown. New South Wales: Spineless Wonders, 2013. 177 pp. ISBN 978-0-98744-793-7 Sally Rafson, University of Alaska Fairbanks\nTo walk a place into the body Nandi Chinna. Swamp: Walking the Wetlands of the Swan Coastal Plain. Fremantle Press: Freemantle, 2014. A$24.99. 130 pp. ISBN 978-1-92208-948-9 Carolyn Stice, University of Alaska Fairbanks\nA transtasman epic Stephen Oliver. Intercolonial. Auckland: Puriri Press, 2013, 76 pp. NZ $28.50 ISBN 978-0-90894-340-1 Nicholas Reid, University of Otago\nI am what I am Anita Heiss. Am I Black Enough for You? Honolulu: U of Hawaii p, 2012. n.p. 366 p. ISBN 978-0-82484-027-3 Kate Quick, University of Alaska Fairbanks\nThe current state of English Studies Leigh Dale and Tanya Dalziell, eds. The English Issue. Australian Literary Studies 28.1-2 (May-June 2013). 178 pages. ISSN 0004 9697. John Scheckter, Long Island University
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.006 | 0.007 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.009 | 0.010 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.001 | 0.006 |
| Open science | 0.006 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.024 | 0.199 |
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