Controversies in the management of retromolar trigone carcinoma
Bibliographic record
Abstract
Our objective is to discuss the current controversies that surround the management of retromolar trigone (RMT) cancer. We conducted this literature review to discuss trigone cancer. RTM and anterior pillar cancers should be studied separately. Preoperative clinical and radiographic assessments need to be further investigated to establish their reliability at predicting bone invasion. In the absence of suspicion of bone invasion, surgery and radiotherapy seem to give similar results, but recent reports indicate a greater benefit if they are used in combination. Some authors have advocated systematic segmental resection for all RMT cancers but marginal mandibulectomy is a reasonable option in selected cases. Standard treatment for RMT cancers with N0 necks is selective neck dissection or radiation therapy, depending on the modality of treatment of the primary. Allowing a better understanding of the evolution of RMT cancer and its response to different treatment modalities requires efforts to report different institutional experience with this rare tumor.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".