Primary Thyroid Lymphoma as A Manifestation of Rapidly Growing Thyroid Causing Progressive Respiratory Distress
Bibliographic record
Abstract
The author present a 73-year-old man with rapidly glowing neck mass. He had a 6-year history of hypothyroidism-associated with Hashimoto thyroiditis and maintained L-thyroxine replacement. He had noticed progressive dyspnea with rapid enlargement of the thyroid grand over a month. An incisional biopsy of the thyroid grand for combined pathology and immunohistochemistry revealed diffuse large B cell non-Hodgkin’s lymphoma with germinal center B-cell subtype. Primary thyroid lymphoma requires prompt diagnosis because of its ability to cause progressive compression symptoms. An incisional biopsy of the thyroid grand is required for combined pathology and immunohistochemistry. Combination chemotherapy can dramatically shrink the tumor and briefly resolve the compression symptoms. J Med Cases. 2012;3(1):15-19 doi: https://doi.org/10.4021/jmc387w
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".