Human Cutaneous Leishmaniasis in Three Districts of Sindh in Pakistan
Bibliographic record
Abstract
This study was conducted to record cases of cutaneous leishmaniasis in human beings from three districts i.e., Dadu, Hyderabad and Jamshoro in Sindh, Pakistan. A total number of 102 subjects of different age and sex groups were put under investigation. Ninety four (92.157%) were found positive for cutaneous leishmaniasis. The highest leishmaniasis infection (41%) was recorded in 21-30 years’ age group. The prevalence of cutaneous leishmaniasis was higher in males, (56%) than in females, (44%). The active lesion was more frequent on face (35%), on legs (26%) and on hands (25%) than other exposed parts of the body. Forty five percent of cutaneous leishmaniasis case were recorded in Dadu, 35 percent in Hyderabad, and 20 percent in Jamshoro.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.002 | 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".