Electromagnetic Fields Exposure From Extra High Voltage Transmission On Public Health: A Case-Control Study in Three Districts In Central Java
Bibliographic record
Abstract
This study is to prove the effect of electromagnetic field exposure from 500 kV Extra High Voltage Transmission to the incidence of electrical sensitivity and the extent of the risk of electrical sensitivity incidence on the population residing in areas/in the proximity of 500 kV transmission facilities compared to residents who do not live under it. The study design employed is the case-control observational analytic epidemiology, and qualitative study, with 249 samples, consisted of 83 cases and 166 controls. The study was conducted in Pekalongan municipality, Pemalang municipality and Tegal municipality, all in Central Java. The results show that there are some effects of the electromagnetic field 500 kV electricity transmission exposure with the incidence of electrical sensitivity. Moreover, the electrical sensitivity incidence on the residents living under 500 kV electricity transmission is 5.8 times compared to those who do not live under 500 kV electricity transmission.
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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 | 0.001 | 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".