Bibliographic record
Abstract
One of the key challenges for social workers in rural and remote Australian communities is to understand the interaction between geographical location, place-based policy, livelihood strategies and various forms of inequality. Critical social workers aim to work towards social justice, and use an understanding of the mechanisms of oppression to explore specific power relations within, between and external to rural and remote communities, in order to redress these oppressive relations at the individual, cultural and structural levels. The discourse of ‘social capital’ shifted governance from sectoral policies like agriculture to supporting more spatial policies. Critical social workers are clear that the term ‘community’ ‘is defined and applied in a myriad of ways’, and that it ‘remains deeply problematic’. The discursive frame legitimating federal, state and local government concern with ‘building community and connections’ is based on positing ‘social capital’ as the missing link between what makes a successful community and what creates a deficit community.
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 | 0.011 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.015 | 0.052 |
| Scholarly communication | 0.012 | 0.013 |
| Open science | 0.002 | 0.014 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".