Bibliographic record
Abstract
I EXAMINATION OF THE EAR * Office Examination of the Ear Joseph B. Nadol, Jr. and Harold F. Schuknecht * Photography and Documentation of Pathological Findings Steven D. Rauch and Jeffrey Spiegel * Audiologic Tests for Otologic Surgery Dianne H. Meyer and Edward L. Applebaum * Imaging of the Temporal Bone Hugh D. Curtin and Osamu Sakai * Evaluation of the Vestibular System Conrad Wall, III, Richard F. Lewis, and Steven D. Rauch * Evaluation of Facial Paralysis Arvind Kumar, Arlene Barr and Aftab Patni * Intraoperative Monitoring of the Facial Nerve and Hearing Robert A. Levine, Steven F. Ronner and Aaron R. Thornton * Outcome Measurements for Ear Surgery Pa-Chun Wang, Richard E. Gliklich and Joseph B. Nadol, Jr. II SOFT TISSUE APPROACHES AND MANAGEMENT * Incisions and Approaches Joseph B. Nadol, Jr * Skin Grafting in Otologic Surgery Joseph B. Nadol, Jr. and Harold F. Schuknecht III OSSEOUS APPROACHES TO THE TEMPORAL BONE * Osseous Approaches to the Temporal Bone Joseph B. Nadol, Jr. * Transtemporal and Transpetrous Approaches to the Cranial Base Michael J. McKenna * Management of Soft Tissue and Osseous Stenosis of the Ear Canal and Canalplasty Steven D. Rauch * Perforations of the Tympanic Membrane Dennis S. Poe * Granular Myringitis Richard M. Levinson IV SURGERY FOR DISORDERS OF THE EAR CANAL AND TYMPANIC MEMBRANE * Acute Mastoiditis Michael J. McKenna and Roland D. Eavey * Chronic Otitis Media Joseph B. Nadol, Jr. * Complications of Chronic Otitis Media Jeffrey P. Harris, David W. Kim and David H. Darrow * Osteoradionecrosis of the Temporal Bone Joseph B. Nadol, Jr. * Malignant External Otitis Marlene L. Durand V SURGERY FOR CONDUCTIVE HEARING LOSS * Otitis Media with Effusion Michael J. Cunningham and Roland D. Eavey * Surgery for Otosclerosis Joseph B. Nadol, Jr. and Harold F. Schuknecht (deceased) * Ossiculoplasty and Tympanoplasty in Chronic Otitis Media Saumil N. Merchant * Congenital Aural Atresia Antonio De la Cruz and Jose N. Fayad * Congenital Cholesteatoma Trevor J. McGill and Reza Rahbar VI SURGERY FOR SENSORINEURAL HEARING LOSS * Surgery for Sensorineural Hearing Loss: Perilymph Fistula Steven D. Rauch * Cochlear Implantation and Implantable Hearing Aids Joseph B. Nadol, Jr. VII SURGERY FOR VERTIGO * Labyrinthectomy Joseph B. Nadol, Jr. and Michael J. McKenna * Shunt Procedures Harold F. Schuknecht (posthumous) and Michael J. McKenna
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.032 | 0.013 |
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".