European policies in the management of tuberculosis among migrants
Bibliographic record
Abstract
Globally 10.4 million new tuberculosis (TB) incident cases were estimated to have occurred in 2015, of which 3% were reported in the World Health Organization European Region. Importantly, about 25% of the global multidrug-resistant TB (MDR-TB) cases are reported in the European Region, representing one of the greatest challenges to TB control; these are reported particularly in the countries of the Former Soviet Union. Over a quarter of TB cases in the European Union and European Economic Area (EU/EEA) are reported among foreign-born individuals. In line with the recent increase of migration flows towards Europe, TB among migrant populations is also on the rise, emphasizing the need for a better understanding of the TB trends at the regional and sub-regional levels, and of the existing policies on migrants and refugees. The present article is aimed at describing the policies and practices of European countries with a low and intermediate TB incidence with regard to the detection and management of TB and latent TB infection (LTBI) among refugees in Europe.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".