Endoscopic Repair of Orbital Floor Fractures: Computed Tomographic Analysis Using a Cadaveric Model
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To determine the efficiency (and accuracy) of endoscopic repair versus transconjunctival repair for orbital floor fractures in a cadaveric model. METHODS: In nine fresh cadavers, a standardized technique created orbital floor fractures. One orbit was repaired using an endoscopic transantral approach, whereas the other was repaired using a standard transconjunctival approach. Commercially available implants were used for floor reconstruction. A validated computed tomographic volumetric analysis of the orbits was performed at three time points: prefracture, postfracture, and postrepair. Student's t-test analyzed the percentage of volume change in the prefracture and postrepair stages for each approach. RESULTS: The percentage of change between the prefracture and postrepair states was not statistically significant for transconjunctival (p = .834) or endoscopic (p = .366) repair. The average differences between transconjunctival repair and endoscopic repair were not statistically significant (p = .732). CONCLUSIONS: This study objectively confirms the efficiency of the endoscopic repair of orbital floor fractures when compared with traditional techniques in the cadaveric model.
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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 | 0.001 | 0.001 |
| 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 it