Polyostotic lymphoma in a 7‐month‐old puppy ( <i>Canis familiaris</i> )
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
Abstract A 7‐month‐old, male, entire labrador retriever was presented for evaluation of the sudden onset of clinical signs of progressive lethargy and decreased proprioception reported by the referring veterinarian. Upon physical and neurological examination, the patient exhibited reluctance to walk, a squatting posture, pain on palpation of the long bones, and an absent to diminished menace response. Radiographs revealed poorly marginated, large osteolytic lesions involving multiple long bones. Ultrasound‐guided fine‐needle aspirates were obtained from multiple bone lesions. Cytological evaluation of the aspirates indicated large cell lymphoma. The pet was euthanised due to the poor prognosis and severe clinical signs. At postmortem examination, large cell lymphoma was also identified in the kidneys, the axillary lymph nodes, cranial mediastinal lymph nodes and bone marrow, indicating Stage V lymphoma. T‐cell lymphoma was confirmed via CD3 immunohistochemistry staining.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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