Challenging the legal boundaries of work regulation
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
1. Blurring Legal Boundaries: Regulating for Decent Work Judy Fudge PART I: INFORMALITY AT WORK 2. Flexibility and Informalisation of Employment Relationships Kamala Sankaran 3. Transform or Perish: Changing Conceptions of Work in Recycling Poornima Chikarmane and Lakshmi Narayanan 4. Informal Sectors and New Industries: The Complexities of Regulating Occupational Health and Safety in Developing Countries Richard Johnstone PART II: BETWEEN THE BORDERS OF EMPLOYMENT AND COMMERCIAL LAW 5. Legal Responsibility for Labour Conditions Down the Production Chain Alan Hyde 6. A Blurred Boundary between Entrepreneurship and Servitude: Regulating Business Format Franchising in Australia Joellen Riley 7. Developing Legislative Protection for Owner Drivers in Australia: The Long Road to Regulatory Best Practice Brendan Johnson 8. Organising Independent Contractors: The Impact of Competition Law Shae McCrystal 9. Regulation of Dependent Self-employed Workers in Spain: A Regulatory Framework for Informal Work? Juan-Pablo Landa Zapirain 10. Freelancers: An Intermediate Group in Labour Law? Guy Davidov PART III: PAID CARE WORKERS-THE SIGNIFICANCE OF INSTITUTIONS FOR DECENT WORK 11. The Wages of Care-workers: From Structure to Agency Guy Mundlak 12. Sector-based Collective Bargaining Regimes and Gender Segregation: A Case Study of Self-employed Home Childcare Workers in Quebec Stephanie Bernstein 13. From 'Domestic Servant' to 'Domestic Worker' Einat Albin 14. Employment Agencies and Domestic Work in Ghana Dzodzi Tsikata PART IV: REGULATING FOR DECENT WORK 15. Corporate Codes of Conduct in the Garment Sector in Bangalore Roopa Madhav 16. How Britain's Low-paid Non-unionised Employees Deal with Workplace Problems Anna Pollert 17. Learning from Case Law Accounts of Marginalised Working Lizzie Barmes
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 | 0.001 | 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 it