Rhinoscleroma Causing Upper Airway Obstruction
Bibliographic record
Abstract
Rhinoscleroma is a chronic granulomatous condition of the respiratory tract, and is not uncommon in tropical regions; particularly, Mexico, Central America and the Middle East. A few cases have been reported in North America, primarily involving immigrants from endemic countries. The causative organism is Klebsiella rhinoscleromatis, a Gram-negative coccobacillus. Diagnosis is made on the basis of culture of the organism and the characteristic pathology of Mikulicz cells on light microscopy. The condition primarily affects the upper airway, and frequently presents with nasal discharge, nasal obstruction or frontal facial pain. Despite the term 'rhinoscleroma', there may be involvement of the entire respiratory tract. Although the condition is slowly progressive, its natural course portends extensive destruction. Laryngotracheal involvement occurs in approximately 15% to 80% of cases, but patients rarely present with isolated laryngotracheal disease. In the present paper, a case of rhinoscleroma presenting with symptoms of upper airway obstruction is described.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".