How a mild influenza B infection can kill: A case of pulmonary hemorrhage
Bibliographic record
Abstract
Viral influenza is a seasonal infection associated with significant morbidity and mortality. Rapidly fatal hemorrhagic pneumonia has been described in previously healthy individuals with β-hemolytic Streptococcus pneumoniae in a small series of patients, but it is not common in patients coinfected with influenza B and β-hemolytic Streptococcus, particularly since influenza B is considered less pathogenic than influenza A. However, despite being uncommon, this coinfection seems to be associated with high morbidity and mortality, particularly in healthy individuals. We present a case of a 46-year-old previously healthy white woman presenting with 4 days of shortness of breath, sore throat, subjective fevers, and nonproductive cough with rapidly fatal hemorrhagic pneumonia confirmed to have Group A β-hemolytic Streptococcus and influenza B coinfection. On admission, she had a temperature of 103° F, room air oxygen saturation of 95%, a positive nasal swab for influenza B, and negative rapid strep test. Initial chest radiograph showed increased bibasilar interstitial markings. She was admitted to a regular floor and started on oseltamivir. Preliminary throat culture was positive for Group A β-hemolytic Streptococcus and penicillin V was started. Respiratory status deteriorated requiring intubation and transfer to Intensive Care Unit. Subsequently, copious bleeding was noted in her endotracheal tube. A bedside bronchoscopy with bronchoalveolar lavage revealed a hemorrhagic pneumonitis. Despite aggressive efforts, she developed shock, arrested, and died Western District Office of the Chief Medical Examiner, Roanoke, VA, USA postadmission. Blood cultures, bronchoalveolar lavage, and postmortem pulmonary tissue grew Group A β-hemolytic Streptococcus, only resistant to erythromycin.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".