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
This essay considers the representation of the farm in Australian fiction in the nineteenth and early twentieth centuries. In particular, the family farm forms an image that is close to the heart of a settler-colonial nation, and the image of this farm is also intimately connected with the concept of the pioneer. The particular argument in this essay is that while stations have been central to the literary representation of rural Australia, the depiction of farms has been far less prominent. The main focus of this essay is on novels because the novel serves as a global comparator; in particular, the turn of the last century produced an outpouring of farm novels in the mid-west of the United States and the prairies of Canada, as well as strong traditions in both English and Afrikaans South Africa. By comparison with these two regions, there is a relative absence of farm novels in the corresponding period in Australia. As well as asserting this absence, this essay examines a number of material factors that are likely to have influenced the distinct trajectory that Australia took in relation to rural fiction.<br/>
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 | 0.003 | 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 | 0.002 | 0.001 |
| 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