Globalization and the rise of precarious employment: the new frontier for workplace health promotion
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
Global market integration over the past three decades has led to labour market restructuring in most countries around the world. Employment flexibility has been emphasized as a way for employers to restructure their organizations to remain globally competitive. This flexibility has resulted in the growth of precarious employment, which has been exacerbated by the global financial crisis and resulting recession in 2007/2008, and the ongoing economic uncertainty throughout much of the world. Precarious employment may result in short and long-term health consequences for many workers. This presents a deeper and more structural determinant of health than what health promoters have traditionally considered. It calls for a different understanding of workplace health promotion research and intervention that goes beyond enabling healthier lifestyle choices or advocating safer workplace conditions to ensuring adequate social protection floors that provide people with sufficient resources to lead healthy lives, and for advocacy for taxation justice to finance such protection.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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