26: Urinary Cytokines/Chemokines Pattern After Magnetic Resonance- Guided High Intensity Focused Ultrasound for Palliative Treatment of Painful Bone Metastases
Bibliographic record
Abstract
submandibular triangle (p < 0.0001).In 69% of patients (n = 11), the dose to the transferred submandibular gland was below the QUANTEC dose constraint of mean < 35 Gy.Four of the remaining patients had pathologic involvement of the contralateral level I nodes and could not have the transferred gland spared, while one patient had a large pT4 lip lesion and coverage of the tumour bed resulted in a dose of 36.0Gy to the transferred gland.Conclusions: The mSGT technique significantly reduced the dose to the submandibular gland from a median dose very likely to produce xerostomia to a dose below accepted dose constraints.Adoption of this technique may reduce the rate of xerostomia and improve quality of life in patients with oral cavity cancer undergoing adjuvant RT. 25
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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) | 0.003 | 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".