Endolymphatic Duct Blockage for Ménière’s Disease Using the 3D Exoscope
Bibliographic record
Abstract
∗Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas †Division of Otorhinolaryngology–Head and Neck Surgery, Department of Surgery, University of Montreal, Montreal, Quebec, Canada Address correspondence and reprint requests to Marc-Elie Nader, M.D., Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Boulevard, Unit 1445, Houston, TX 77030; E-mail: [email protected] Funding: Supported by the NIH/NCI under award number P30CA016672. Conflicts of interest: MEN reports stock ownership in 3M, Amgen, Cardinal Health, Johnson & Johnson, Medtronic, and Pfizer. PWG reports stock ownership in Amgen, Eli Lily, Merck, Medtronic, and Pfizer. No conflicts of interests to declare for the remaining author. Supplemental digital content is available in the text.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".