Reconstruction of the larynx after a resection of a huge chondrosarcoma
Bibliographic record
Abstract
Chondrosarcoma of the larynx is a rare condition of still unknown pathogenesis. This tumor occurs usually between the sixth and seventh decade of life. Forty five years old patient was admitted to the ENT Department in Zabrze for a diagnosis of a slow growing tumor from about 3 years. The great unmovable tumor 2.5 cm/3 cm/3 cm was arising from the cricoid cartilage. The hist-pat result of the biopsy was cartilage. The patient did not agree on the proposed surgical treatment. After one year, in the MRI examination, the tumor sized 46 mm/37 mm/39 mm was found. The patient was again qualified for the operation and agreed for the proposed treatment. In general anesthesia, the tumor together with the part of trachea, cricoids and thyroid cartilages was resected. After excision the reconstruction was performed. During 10 months of the follow-up the patient remains free of the disease.
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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 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| 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".