Outcomes of transoral laser microsurgery for recurrent head and neck cancer
Bibliographic record
Abstract
OBJECTIVE: To report our outcomes with salvage CO2 laser surgery following recurrence of laryngeal and oropharyngeal cancer after radiotherapy. METHOD: This study entailed a prospective review of patients treated with transoral laser microsurgery for recurrent laryngeal and oropharyngeal cancer between 2002 and 2010 at the Queen Elizabeth II Health Science Centre in Canada. RESULTS: Sixteen patients were identified, with a mean follow up of 30.6 months. Five patients died of recurrence. Complications were common in patients with oropharyngeal cancer. The overall survival and disease-free survival rates at an average of 29.8 months follow up were 50 per cent and 68.8 per cent respectively. CONCLUSION: Salvage surgery using transoral laser microsurgery should be considered in the management of patients with recurrent laryngeal and oropharyngeal cancer. This technique offers acceptable salvage rates with less comorbidity than other treatments.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".