Inverted Papilloma-A Case Report and Literature Review
Bibliographic record
Abstract
Sinonasal inverted papilloma is a benign tumour with a risk of recurrence and malignancy.The lesion rarely presents with oral/dental symptoms.We present a case of a 62-year-old man who presented with a one-and-a-half-year history of intermittent right facial pain.The presentation emphasizes the need for awareness of dental providers and highlights the steps to achieve diagnosis leading to successful treatment.The case was a very rare, inverted papilloma arising from the lateral wall of the nasal cavity with maxillary sinus involvement and extension toward the oral cavity.To date, only two additional cases of sinonasalinverted papilloma have been reported with extension to the oral cavity, one of which was also a maxillary sinus lesion.In addition to the need for recognition, allowing diagnosis, the dysplastic epithelium lining of the lesion suggests malignant potential.The role of dental providers in detection and diagnosis and post-treatment follow-up is reviewed.
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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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.009 | 0.008 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".