Physical morbidity by surgical approach and tumor location in skull base surgery
Bibliographic record
Abstract
BACKGROUND: Skull base tumors are associated with physical symptoms that vary depending on location and surgical approach. METHODS: Skull base surgery patients (n = 138) were retrospectively reviewed and physical symptoms were quantified. Patients were divided into 4 groups by surgical approach (open, endoscopic) and tumor location (anterior, central). Multivariate analyses determined odds for symptom development. RESULTS: Patients with anterior lesions presented with more nasal symptoms compared to those with central lesions (63% vs 6.8%; p < .001). Those with central lesions presented with more neurologic (41.1% vs 12.3%; p < .001) and endocrine symptoms (19.2% vs 0%; p < .001). Three of 4 groups experienced a reduction in neurologic and visual symptoms after surgery. One group (endoscopic/central) experienced a reduction in endocrine and an increase in nasal symptoms. Anterior tumors (p = .02) and endoscopic approaches (p = .002) predicted increased nasal morbidity. CONCLUSION: Physical morbidity from skull base tumors may vary based on tumor location and surgical approach.
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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 | 0.001 | 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 | 0.000 |
| 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".