A.G. Stephens: Australian Critic, Traveler and Nationalist, Circa 1900
Bibliographic record
Abstract
This essay introduces the life, work and overseas travels of Alfred George (A G) Stephens (1865-1933), Australia’s most influential fin-de-siecle literary critic and journalist. Some might reasonably argue that he was the most significant literary critic in Australian history, mounting his attacks and defenses from his famous “Red Page” in Sydney’s popular Bulletin. Those columns made and destroyed literary careers around the turn of the twentieth century and later. His other published works included introductions to Australian literature, edited volumes of verse, both his and those of other writers, and a travelogue, entitled A Queenslander’s Travel-Notes, published upon his return from overseas in 1894. Taken together, his writings address some fundamental questions asked by Australians and others circa 1900: what constitutes a national literature? to what degrees is that literature influenced by race, a sense of place, and interaction with other people and their literature? what did the Australians and their literature share with other Commonwealth societies, such as Canada, and with the United States?
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".