Image-Guided Transnasal Endoscopic Techniques in the Management of Orbital Disease
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
PURPOSE: To assess the utility of image-guided transnasal endoscopic surgery for a variety of orbital diseases requiring decompression of at least one orbital wall. METHOD: A descriptive case series of consecutive orbital procedures requiring decompression of at least one wall. All procedures were performed using a transnasal endoscopic approach and an intraoperative image-guided LandmarX system for anatomical guidance. RESULTS: A 3-year review yielded 17 cases, including 6 cases with compressive mucoceles, 4 neoplasms, 4 patients with proptosis secondary to Graves' Ophthalmopathy, 1 case of an intraorbital abscess, 1 fungal mycetoma, and 1 hemangioma. These cases all had improved postoperative clinical status without any serious complications. The LandmarX system was a valuable intraoperative tool in all 17 cases. CONCLUSIONS: The endoscopic transnasal approach to orbital decompression surgery allows for good visualization and is minimally invasive. Using this approach in conjunction with the LandmarX image-guided system allows for improved anatomical localization and provided good results in all cases.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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 it