Group A Streptococcus disease in Hong Kong children: an overview
Bibliographic record
Abstract
A C T Group A -haemolytic Streptococcus or Streptococcus pyogenes is a gram-positive coccus that tends to grow in chains. Streptococcus pyogenes is the cause of many important human diseases, ranging from pharyngitis and mild superficial skin infections to lifethreatening systemic diseases. Infections typically begin in the throat or skin. Mild Streptococcus pyogenes infections include pharyngitis (strep throat) and localised skin infections (impetigo). Erysipelas and cellulitis are characterised by multiplication and lateral spread of Streptococcus pyogenes in deep layers of the skin. Streptococcus pyogenes invasion and fascial involvement can lead to necrotising fasciitis, a life-threatening condition. Scarlet fever is characterised by a sandpaper-like rash in children with fever and is caused by a streptococcal toxin. Severe infections that lead to septicaemia or toxic shock syndrome are associated with high mortality. Autoimmune reactions cause characteristic syndromes such as rheumatic fever and nephritis. Epidemiology, disease presentation, diagnosis, and Group A Streptococcus disease in Hong Kong children: an overview
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".