Primary laryngeal leishmaniasis: A rare case report
Bibliographic record
Abstract
Laryngeal leishmaniasis is extremely rare. We report a case of primary laryngeal leishmaniasis in a 70-year-old male who was admitted with complaints of gradual progressive hoarseness of the voice, dyspnea, cough for the past 3 months and noisy breathing for the past 5 days. An X-ray of the soft tissue of the neck showed a prevertebral soft tissue mass causing narrowing of the airway at the C6-C7 vertebral level. A computerized tomography (CT) scan showed a soft tissue mass in the subglottic region causing significant narrowing of the airway. A direct laryngoscopy showed a pinkish-white, friable mass involving the subglottic region and the anterior half of the vocal cords. With the clinical suspicion of malignancy, an endoscopic biopsy was done. A histopathological examination showed diffuse mixed inflammatory cell infiltrate in subepithelium with numerous Leishmania donovani bodies in the cytoplasm of histiocytes.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.007 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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".