Reviews
Bibliographic record
Abstract
Abstract States of Trial: Manhood in Philip Roth’s Post-War America, Ann Basu (2015) New York and London: Bloomsbury, 198 pp., ISBN: 9781501320422, p/bk, £28.79 The Power of the Steel-Tipped Pen: Reconstructing Native Hawaiian Intellectual History, Noenoe K. Silva (2017) Durham, NC and London: Duke University Press, 270 pp., ISBN: 9780822363682, p/bk, $25.95, £19.99 Life and Death on the New York Dancefloor, 1980–1983, Tim Lawrence (2016) Durham: Duke University Press, 578 pp., ISBN: 9780822362029, p/bk, £20.99 Postmodern Suburban Spaces: Philosophy, Ethics, and Community in post-war American Fiction, Joseph George (2016) Basingstoke: Palgrave Macmillan, 206 pp., ISBN: 9783319410050, h/bk, £67.99 Disability in Comic Books and Graphic Narratives, Zach Whalen, Chris Foss and Jonat han Grey (eds) (2016) Basingstoke: Palgrave Macmillan, 236 pp., ISBN: 9781137501103, h/bk, £79.99 Our Emily Dickinsons: American Women Poets and the Intimacies of Difference, Vivian R. Pollak (2017) Philadelphia: University of Pennsylvania Press, 355 pp., ISBN: 978-0-8122-4844-9, h/bk, $55.00 Art for an Undivided Earth: The American Indian Movement Generation, Jessica L. Horton (2017) Durham, NC: Duke University Press, 296 pp., ISBN: 9780822369547, p/bk, $26.95 Thundersticks: Firearms and the Violent Transformation of Native America, David J. Silverman (2016) Cambridge, MA and London: Belknap Press of Harvard University Press, ix + 354 pp., ISBN: 9780674737471, h/bk, $29.95 Hip-Hop Headphones: A Scholar’s Critical Playlist, James Braxton Peterson (2016) New York, NY: Bloomsbury Academic, 224 pp., ISBN: 9781501308260, p/bk, £23.99
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 | 0.002 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.519 | 0.344 |
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 source (direct Gemma or distilled Codex), 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".