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
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
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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