Relationship with Factors of Risk and Prevalence to High Risk Human Papillomaviruses among Malagasy Women in Fianarantsoa, Madagascar
Bibliographic record
Abstract
In this survey, we analyzed by means of poly merase chain reaction (PCR) cervical and b lood specimens obtained from consenting women in Fianarantsoa. Among the 1965 agreed wo men, 537 accept the two withdrawals HPV/ HIV. Different PCR techniques were used to detect HPV and HIV infection. Consensus primer sets MY and GP were utilized to obtain HPV typing. For HIV, SK was utilized. The result showed that 89 specimens are positive by M Y and GP. For HIV test , all showed negative. From the wo man infected by HPV, they all have took tobacco at least 6 times a day, age of the first sexual intercourse 14 years, 8 partners at least and they also have sexually transmitted infections antecedents. Keyswords Hu man Papillo mav irus es (HPV), Madagascar, Sexually Transmitted In fections (STIs), Po ly merase Chain Reaction (PCR)
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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".