Bibliographic record
Abstract
The suburb of St Johns Park was part of the traditional land of the Cabrogal people, a subgroup of the Gandangarra clan. They are thought to have lived on the lands that stretched between what became the Fairfield district and the Liverpool area for more than 30,000 years. The heavily wooded land provided the shelter of gums, silver oaks and swamp oaks, along with a ready source of fresh water and fish, eels and shellfish in local waterways, including Clear Paddock Creek.St Johns Park is now a suburb of Fairfield City, situated 35 kilometres west of Sydney. It is named after the Old Parish of St John in which it is located. When Liverpool was established in 1810, St Johns Park was within the Liverpool boundaries. In 1892 it became a district of the Municipality of Cabramatta and Canley Vale, and finally a part of Fairfield Municipal Council area upon its merger with Cabramatta and Canley Vale Council in 1948. The suburb is bounded by Smithfield Road, Canley Vale Road, Humphreys Road and Edensor Road (formerly Parkes Road).
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.271 | 0.049 |
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".