Imagings on Sydney's edge, myth, mourning and memory in a fringe community
Bibliographic record
Abstract
Sydney’s metropolitan fringe is a theatre for the creation and loss of collective memories, cultural myths and community grieving around cultural icons, traditions and rituals. European settlement took the dreaming of the Aborigines and then had its own dreaming removed by an invasion from the east in the form of Sydney’s urban growth. The re-making of place in and around the fringe community of Camden illustrates the destruction and re-construction of cultural landscapes. Locals dream of retaining the aesthetics of an inter-war country town and in doing so have created an illusion of a historical myth of a ‘country town idyll’. In the new suburbs of Oran Park, Mt Annan and Harrington Park urbanites have invaded the area drawn by developer spin, which promised to fulfil hopes and dreams and never really lives up to the hype. Unfulfilled expectations mean that Sydney’s rural-urban fringe is a zone of transition where waves of invasion and succession have created perceptions of reality and all that is left is imaginings.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.011 | 0.007 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 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".