Presence and Awareness of Infectious Disease among Chinese Migrant Workers
Bibliographic record
Abstract
This cross-sectional study set out to identify the health status and health beliefs and behaviors with regard to TB and HIV-AIDS among 407 rural male migrant workers in China. Surveyed workers' awareness level for AIDS transmission was 67.7% and for TB transmission 56.8%. These workers had high rates of acute illness in the previous month (depression 18.3%, physical injury 16.3%, dermatological ailment 9.6%, respiratory infection 9.4%). One or more of the four symptoms of TB were found in 22.3% of the workers. Prevalent TB symptoms were associated with previously having had TB (chi-square = 69.98, p = .000) and having previously lived with a TB patient (F = 13.99, p = .000). The relative risk for having had TB if the worker had lived with someone with TB was 5.69 (chi-square 7.65, p = .006). Screening for TB symptoms, a history of having lived with someone with TB, or having previously had TB, has the potential to serve as a cost-effective and easy first-line TB screening among large mobile populations.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".