Sleeping With the Enemy: Patriot Games in Fictions by Lesbia Harford, Gwen Kelly, and Joan Dugdale
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
In her ‘‘Preface’’ to Struggle of Memory, Joan Dugdale notes with some irony that she is completing her novel just as Australia is celebrating the seventy-fifth anniversary of the first AIF’s landing at Gallipoli, ‘‘an event which, according to the overwhelmingly masculine anthology of this nation, symbolises Australia’s coming of age’’; by contrast, the kind of war story she tells, which shifts the focus from the battlefront to the home front, has also been instrumental in shaping Australian society, but it has been ‘‘almost completely repressed’’ (p. xi). Lest readers have forgotten the shocking details of her story, Dugdale provides a brief synopsis:
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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