The Study Of Radon/Thoron And Progeny Concentration In The District Haridwar, Uttarakhand, India Using SSNTDS
Bibliographic record
Abstract
Annual radon and thoron exposure imparts a major contribution to inhalation doses received by the public. we have found the results of Indoor radon and thoron concentrations were measured passively over time in the Haridwar region, with health hazards to residents. In the current study Solid State Nuclear Track Detectors (SSNTDS) based twin chamber dosimeters, i.e. pin-hole dosimeters with LR-115 track detectors, were utilized to estimate Radon (Rn) and Thoron (Rn) gas concentration levels in Haridwar houses. DRPS and DTPS were used for estimating the radon progeny concentration and thoron progeny concentration. The average Radon concentration levels studied in houses were found the values from 15.75 Bq/m3 to 52.13 Bq/m³ and thoron concentrations is found to vary from 9.71 Bq/m3 to 31.89 Bq/m³ and its corresponding geometric mean of Radon and thoron concentration were found 25.58 Bq/m³ and 17.04 Bq/m³.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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".