Treatment Confusion Due To Misjudgment between Malaria and Dengue: A Comparative Study and Differential Analysis
Bibliographic record
Abstract
Parasitic protozoa are transmitted by insect or by fecal or oral route. In human they mainly occupy the intestine or blood. Plasmodium falciparum cause severe malaria than other plasmodium species (vivax, ovale and malaria) and are transmitted by Anopheles mosquitoes, whereas dengue is transmitted by the bite of female mosquito Aedesaegypti. Infection with malaria parasites may result in a wide variety of symptoms, ranging from absent or very mild symptoms to severe disease and even death. This study is aimed to provide the awareness about two epidemic disease i.e. malaria and dengue. We have done a survey on population of Karachi (sample=200 and age group=15 to 50 years) presented at schools, colleges, universities and other professionals and common places. The survey was accomplished using common questions generally on malaria and dengue. Data analysis of current survey shows that 164 people were infected of malaria in a population of 200 which makes 82% hence here we can also conclude that catching the disease risk ratio is high. This research highlights the need for training and education about malaria and misjudgment of it with dengue. Nowadays malaria is not a life threatening disease it is curable with proper regimen by maintaining hygienic and health environment and preventions.
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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 | 0.012 |
| 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 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".