Estimation Of Radon, Thoron, And Their Progeny Concentration In Selected Dwellings Near The Sugar Mills Of Uttar Pradesh And Uttarakhand, India
Bibliographic record
Abstract
Radon gas is the prime contributor to natural radiation and poses a significant human health risk. Radon is the second leading cause of cancer after smoking. The estimation of the level of naturally occurring gases become important for determining radiation risk and has been the subject of interest of researchers worldwide. In the present study, the survey of radon, thoron, and their daughter’s product concentration has been carried out in the dwelling situated nearby selected sugar mills of Uttar Pradesh and Uttarakhand state of India by using a pin-hole dosimeter and direct radon/thoron progeny sensor with LR-115 Solid State Nuclear Track Detector (SSNTDs). The results show that the average value of radon and thoron concentration varied from 28.37 Bqm-3 to 43.02 Bqm-3, and 17.67 Bqm-3 to 25.04 Bqm-3 respectively. The average value of radon and thoron progeny concentration varied from 6.71 Bqm-3 to 14.16 Bqm-3, and 0.70 Bqm-3 to 1.41 Bqm-3 respectively.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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".