Bibliographic record
Abstract
If many Labor supporters regard the Curtin and Chifley governments as a period of great achievements and greater ambitions frustrated by conservative forces, their illusions in the Whitlam government are even more heroic. After nearly a quarter of a century of stagnant conservative rule during which Australia seemed to be a backward looking outpost of the British empire run by monarchists and reactionaries, Gough Whitlam, the Mighty Gough, broke through and during his first 12 months in office remade Australia forever. Then, as in a Victorian melodrama, the forces of evil began to organise and eventually brought down the Whitlam government through a dastardly anti-constitutional conspiracy that involved the Liberals, the High Court, the governor-general and the Melbourne Club, all backed by, if not working at the behest of, the CIA. After just three years of Labor in power, Australia was once again thrown back into the dark days of Liberal government, now led by Malcolm Fraser, grazier from the Western Districts and prime exemplar of the born to rule set.
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 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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".