Managing the late effects of chemoradiation on swallowing: bolstering the beginning, minding the middle, and cocreating the end
Bibliographic record
Abstract
PURPOSE OF REVIEW: Late dysphagia has a profound impact on quality of life in patients treated with chemoradiation therapy for advanced head and neck cancer and the number of survivors is growing. Traditional treatment methods are not uniformly successful in reducing the swallow impairment in these patients. RECENT FINDINGS: Manifestations of late dysphagia are complex and do not follow a uniform trajectory. Patient's experience of eating and engagement in treatment is critical given the complex, variable nature of late dysphagia. Novel swallow treatment methods target respiratory function including coordination and strength as well as patient adherence. SUMMARY: Head and neck cancer survivors deserve routine and fastidious surveillance beyond the 5-year survival point with respect to swallow function if the enormous biopsychosocial burden of late dysphagia is to be addressed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".