Review of <i>Anopheles</i> Mosquitoes and Malaria in Ancient and Modern Egypt
Bibliographic record
Abstract
This article reviews and discusses the status of Anopheles mosquitoes and malaria in ancient and modern Egypt based on the available and scattered reports. Eleven Anopheles species are present in Egypt of which An. pharoensis and An. sergentii are the proven vectors. The two vectors with their characteristics of zoophilic tendency, low infectivity rates and relatively short longevity convey the unstable type of malaria prevailed in Egypt. The immunologic tests on the Egyptian mummies confirmed the high prevalence of P. falciparum malaria in ancient Egypt. Malaria was endemic in almost all parts of the country but prevalence has shown a steady decrease by 1990, and regressed in most of the Governorates. Then by the end of 1998 till now all reportedcases areimported mainly from Sudan. However, some locally acquired cases were reported in El Faiyoum and Cairo. Moreover, the recent outbreak of falciparum (1 case) and vivax (23 cases) that occurred (May 2014) in Aswan Governorate strongly indicates that malaria is reemerging in the country.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".