Typhoid Vaccine in EPI; Relatively New Perhaps Overdue Strategy
Bibliographic record
Abstract
Theoretically, it is possible to eliminate Salmonella, pathogenic bacteria that can cause a potentially fatal enteric fever. However, given the high prevalence of the disease in low-income countries that lack adequate facilities for sewage disposal and water treatment, and the fact that people can be long-term asymptomatic carriers, this goal is currently unrealistic. This levies constant need of a preventive measure to reduce morbidity and mortality in children associated with Typhoid Fever in endemic countries like Nepal. Currently, the best possible approach is to integrate the Typhoid vaccination into the Expanded Program of Immunization (EPI) until an improved sanitation and sewage disposal system is attained. We must acknowledge that this approach is not definitive until sufficient political and economic attention is received from all stakeholders. DOI: http://dx.doi.org/10.3126/jnps.v33i2.8715 J Nepal Paediatr Soc. 2013; 33(2):152-154
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".