Strikes in Foreign Direct Investment Enterprises in the Southern Key Economic Region of Vietnam
Bibliographic record
Abstract
The transition from a centrally planned economy to a market economy has created favorable conditions for many businesses, especially foreign direct invested enterprises. This process has created a completely different environment for labor relations in enterprises. Accordingly, the relations between employees and employers are no longer in similar forms or can be adjusted by state administrative interventions as before. The difference in benefits between employers and employees is becoming more and more significant, which is reflected the most in the number of strikes and labor disputes that have been continuously increasing and happening throughout the country over the recent years. Strikes have been happening continuously and increasing in terms of quantity, scale and complexity over the past few years and they have greatly affected business results of enterprises as well as have reversed employees' lives and caused other social problems. According to the Ministry of Labor - Invalids and Social Affairs, Vietnam, since 1995, when the Labor Code took effect, so far, the country has had more than 6,400 strikes, of which those of FDI enterprises account for more than 70%. Among the strikes taken place in FDI enterprises, those occurred in the Southern Key Economic Zone represented 70% of those that happened in FDI enterprises nationwide.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".