‘Not the usual gig’: The personal scope(s) of application of Directive 2024/2831 on improving working conditions in platform work
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
This article examines the complex and innovative personal scope of the EU Platform Work Directive 2024/2831, highlighting its dual framing around the concepts of ‘platform workers’ and the broader category of ‘persons performing platform work’. The authors explore how the Directive partially departs from traditional binary distinctions between employees and self-employed persons by introducing a more nuanced regulatory approach anchored in both labour law and data protection law. The article analyses the scope of key provisions of the Directive, showing how it confers many protections beyond the confines of the employment relationship. It critically evaluates the potential interpretive tensions between Articles 4 and 5 and underscores the Directive's expansive redefinition of platform work. In doing so, the article positions the Directive as a paradigm shift in EU social regulation – one that embraces a universalistic vision of labour rights grounded in the reality of personal work rather than contractual form and employment status. The authors also reflect on the implications for future EU regulation and international standard-setting processes, particularly those led by the ILO.
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 | 0.002 | 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 | 0.001 | 0.000 |
| 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