Workplace Harassment Interventions and Labour Process Theory: A Critical Realist Synthesis of the Literature
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
Workplace harassment, from a labour process theoretic perspective, is a consequence of the convergence of several historical trends that affect the way work is organized under contemporary capitalism. On this view, interventions such as communication skills training, complaint procedures, and workplace policies have limited chance of eliminating harassment in the workplace. However, there is minimal research identifying, testing, and refining the theories accounting for how and why particular interventions work and under what circumstances. Our critical realist evaluation of the workplace harassment intervention literature responds to this gap. The mid-range theory of workplace harassment interventions presented in this article derives from the synthesized literature, augmented by Habermasian theory of social transformation to elaborate intervention mechanisms as lifeworld impulses. The provisional propositions of the mid-range theory are offered to inspire their empirical testing for the theory’s further refinement.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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