Oesophageal squamous cell carcinoma in a young adult with IL-12R<i>β</i>1 deficiency
Bibliographic record
Abstract
Genetic defects in the IL-12-IL-23/IFN-gamma circuit confer Mendelian susceptibility to mycobacteria and salmonella. The IL-12/IFN-gamma axis is essential for anti-tumoral immunity in mice. Cancer susceptibility has not been recognised in these patients so far. We report three relatives with IL-12R beta 1 deficiency. At the age of 25 years old, one patient presented with oesophageal squamous cell carcinoma (OSCC). The patient had no previous risk factors for OSCC. He died at the age of 29 years. OSCC is exceedingly rare in individuals under 30 years and frequently relates to alcohol intake and smoking. Disorders of the IL-12-IL-23/IFN-gamma axis may predispose to cancer.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.005 | 0.003 |
| 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".