Studies on <i>Armigeres subalbatus</i> Mosquitoes in Tribal and Non-tribal Areas of Bankura District, West Bengal, India
Why this work is in the frame
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Bibliographic record
Abstract
Armigeres subalbatus is known to be the vector of parasites for many human diseases like malaria, Japanese encephalitis, filariasis etc. Indoor-resting and man-landing collections were made for one year both from tribal and non-tribal areas of Bankura district, West Bengal, India. In tribal area indoor-resting collection of Ar. subalbatus in one year was only 18 (1.65% of the total catch) with man-hour density (MHD) of 0.38 and in non-tribal area the figure was 489 (14.82%) with MHD of 10.19. A total of 37 Ar. subalbatus (0.62% of total catch) with MHD of 0.06 were caught off man baits from indoor and outdoor locations in tribal area and the number was 3177 (16.71%) in non-tribal areas with MHD of 5.52. Indoor-resting and man-landing collections were highest in October in tribal area and in April in non-tribal area. The maximum number of Ar. subalbatus came in contact with man in first and fourth quadrants of both day and night. No human parasite including filarial one was detected within this mosquito throughout the year long study period (August 2009 - July 2010) in both the areas.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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