The relationship of productivity-based wages to human rights and occupational justice – an exploratory study
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Productivity-based wage systems are intended to enhance the labour market participation of people with disabilities. Limited scholarship exists regarding the impact of such policies in practice. This qualitative study explored stakeholder perspectives on the Australian Supported Wage System (SWS), including perceptions of fairness and equity. METHODS: Document review provided context and background for the study. 14 semi-structured interviews were subsequently conducted with a range of stakeholders with knowledge of the SWS. RESULTS: Four primary themes were identified, related to assessment processes, value contributions of the system, practice risks and challenges, and ethical tensions. CONCLUSIONS: The SWS appears to enhance worker choice and inclusion. A variety of factors may reduce the quality of these outcomes, however, and employment systems should support a range of evidence-informed approaches to ensure equitable employment outcomes.
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.
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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it