Estimating the Burden of Acute Gastrointestinal Illness: A Pilot Study\nof the Prevalence and Underreporting in Saint Lucia, Eastern Caribbean
Bibliographic record
Abstract
3-9).Diarrhoea is a major cause of morbidity and mortality among under-5 children in developing countries.It is estimated that there are 3.2 episodes of diarrhoea/child/year and 4.9 deaths/1,000 children/year due to diarrhoeal illness (7,10,11).Precise information on the burden of illness (BOI) is needed to facilitate control efforts for foodborne diseases (FBDs).As part of a strategy to reducing foodborne diseases globally, the World Health Organization (WHO), through the Global Burden of Disease initiative, has developed a rigorous approach for BOI estimations (12,13) Saint Lucia is a developing nation of Eastern Caribbean.The total mid-year population was estimated at 156,635 in 2006 (14).The island is divided into 8 health regions.Majority of the population inhabits the coastal areas and less mountainous re- Estimating the Burden of Acute Gastrointestinal
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".