Significance of serum 8-Hydroxydeoxyguanosine levels to the intima-media thickness of the carotid artery in type 2 diabetes
Bibliographic record
Abstract
Background: From an occupational health perspective, one of the hazards in the workplace is psychosocial stress. However, the occupational health literature does not pay enough attention to psychosocial health hazards. This is especially true for stress among Thai contract farmers who experience psychosocial health hazards from the factors such as state policies, labor market, advanced technologies, and job environment such as employment and working conditions. The results of these factors contribute to stress and health inequality among Thai contract farmers under globalization. Objective: We constructed a psychosocial model that explains the cause of stress among Thai contract farmers resulting from globalization, which creates health hazards as defined in the occupational health field. Method: Primary data were collected from 200 Thai contract farmers using simple random sampling. The variables measured were general sociodemographic indicators, globalization, job environment, Thai labor market, and Thai state policy variables. ‘The self-analyzed and self-evaluated stress’ test was also used. The model of stress among Thai contract farmers was verified using Path analysis. Results: Transnational corporations and transnational economics had a direct effect on stress with a standardized regression weight of -0.200 and 0.209. Transnational corporations and state protection had a direct effect on natural resources with a standardized regression weight of -0.189 and -0.150. State protection and natural resources had a total effect on state regulation with a standardized regression weight of 0.784 and -0.092. Transnational practices and transnational economics had a total effect on the Thai labor market. Conclusion: The strength of the causal relationship between globalization and stress was investigated and indirect effects were found between several macrosocial variables examined and stress. These are new findings in the understanding of the distal causes of stress among Thai farmers. Keywords: Globalization, occupational health, Path analysis, psychosocial stress model, Thai contract farmers
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How this classification was reachedexpand
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 | 0.001 |
| Science and technology studies | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".