SEVEN-YEAR-OLD, 42kg, neutered male Labrador Re-triever. History
Bibliographic record
Abstract
The dog was hit by a car and immediately after the accident no abnormalities were present. One month later there were changes in phonation and dyspnea. Consider-ations were laryngeal paralysis, laryngeal neoplasia, ab-scess, cyst, granuloma, or hematoma. Laryngeal collapse due to chondromalacia was considered less likely due to the breed. The laryngeal lumen was narrow with an irregular mucosal surface and a mass was considered. A biopsy of the mucosal surface was interpreted as inflammation and granulation tissue. Imaging A laryngeal computed tomography (CT) study was per-formed to substantiate that a mass of the larynx was present. Placing the endotracheal tube was difficult and the largest tube that could be inserted had an inner diameter of 8mm. Three-millimeter contiguous transverse images were acquired from the middle mandibular region to the tho-racic inlet. The left dorsal lateral aspect of the cricoid cartilage was fractured with overriding fracture fragments causing axial deviation of the left lateral laryngeal wall and laryngeal lumen narrowing. There was mild uniform thick-Fig. 1. Transverse image through C2 and the fractured cricoid cartilage. There is an overriding fracture of the mineralized cricoid cartilage. The laryngeal lumen is narrowed. 13004 13004mm (1 1DPI). Fig. 2. Sagittal multiplanar reconstruction showing overriding mineral-ized cartilage fragments at site of fracture. 135 189mm (96 96DPI). Address correspondence and reprint requests to Kyle A. Francis, The
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.
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) | 0.000 | 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) | 0.017 | 0.002 |
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; both teacher heads agree on what is shown here.
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".