Managing the Pain: Investigating the Role of Indivuals and Job Factors in Coping with Low Back Pain Among Sewing Workers
Why this work is in the frame
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Bibliographic record
Abstract
Objective: This study aimed to assess the potential incidence of low back pain (LBP) among sewers in the garment industry of PT. Dan Liris in Sukoharjo, Central Java Province-Indonesia. Theoretical framework: In this study, the independent variables include individual factors, work factors, awareness of LBP triggers, and perception of LBP. While the dependent variables include participation in anticipating LBP incidents and independence in controlling LBP incidents. Method: This study was conducted by taking a sample of 119 respondents who work as sewers through purposive random sampling from 4,000 workers of PT. Dan Liris. Results and conclusion: The results showed that individual factors, work factors, awareness of LBP triggers, and perceptions of LBP had a positive and significant effect on participatory attitudes in anticipating LBP. However, awareness of LBP triggers does not have a positive and significant effect on participatory attitudes in anticipating LBP. In addition, individual factors, perception of LBP, and one's participation in anticipating LBP incidents also have a positive and significant effect on one's independence in controlling LBP incidents. However, job factors and awareness of LBP triggers do not have a positive and significant effect on one's independence in controlling LBP incidents. Furthermore, the variable mediation of work factors and one's participation in anticipating LBP incidents strengthens the relationship between individual factors and one's independence in controlling LBP incidents. However, the mediating variables of awareness of LBP triggers and perception of LBP did not show a positive and significant relationship to one's independence in controlling LBP incidents. Originality/value: This study provides new insights into the factors that influence the incidence of LBP in sewers in the garment industry. The results of this study can be used to develop strategies for the prevention and control of LBP in the garment industry as well as increase the awareness of sewers about the importance of preventing LBP incidents.
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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 | 0.012 | 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