Fibrosing Mediastinitis in a 5‐Year‐Old Labrador Retriever
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
BACKGROUND: Fibrosing mediastinitis (FM) is a rare but serious condition characterized by excessive fibrous tissue proliferation in the mediastinum, often leading to compression of vital structures. Although considered benign, in people, clinical manifestations of FM can range from asymptomatic incidental findings on imaging studies to severe respiratory compromise and hemodynamic instability. While documented in people, FM has not yet been reported in dogs. CASE PRESENTATION: A 5-year-old male neutered Labrador Retriever presented with progressive respiratory distress, leading to pleural effusion and facial swelling. Thoracic radiographs revealed mediastinal mass-like structures and pleural effusion. Computed tomography demonstrated a mediastinal mass-like structure, enlarged tracheobronchial lymph nodes, multifocal narrowing of lobar bronchi and pulmonary veins and compression of the oesophagus and trachea. The dog was humanely euthanized due to poor response to empiric therapy and the owner's perception of suffering. A post-mortem examination confirmed severe chronic mediastinal inflammation with fibrosis and vasculitis consistent with fibrosing mediastinitis. CONCLUSIONS: This report presents a unique case of FM in a dog.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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