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
A History of New Zealand Literature traces the genealogy of New Zealand literature from its first imaginings by Europeans in the eighteenth century. Beginning with a comprehensive introduction that charts the growth of, and challenges to, a nationalist literary tradition, the essays in this History illuminate the cultural and political intricacies of New Zealand literature, surveying the multilayered verse, fiction and drama of such diverse writers as Katherine Mansfield, Allen Curnow, Frank Sargeson, Janet Frame, Keri Hulme, Witi Ihimaera and Patricia Grace. Written by a host of leading scholars, this History devotes special attention to the lasting significance of colonialism, biculturalism and multiculturalism in New Zealand literature. A History of New Zealand Literature is of pivotal importance to the development of New Zealand writing and will serve as an invaluable reference for specialists and students alike.
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) | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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