An emerging infectious cause of renal impairment in the UK
Bibliographic record
Abstract
Hantaviruses are endemic in many central European countries, particularly the Balkans, infection causing non-specific 'flu-like symptoms and renal dysfunction which is self-limiting in the majority of cases. In this case, there was a diagnostic delay, resulting in numerous unnecessary investigations, prolonged hospital stay and almost an invasive renal biopsy. A travel history is therefore essential, to establish travel to an endemic region within the previous 2-6 weeks. With increasing travel and immigration, hantavirus is likely to be seen more frequently as an imported infection into the UK. However, further research is required to establish the potential for acquisition of infection here, as the animal host, the bank vole, is part of local wildlife. Therefore, the authors urge physicians to be alert to this possibility when faced with acute renal failure in association with an undiagnosed febrile illness, particularly when there is a history of an appropriate environmental or animal exposure.
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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 | 0.001 | 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".