Chromosome 1p21 deletion is a novel prognostic marker in patients with multiple myeloma
Bibliographic record
Abstract
The combination of fluorescence in situ hybridization with cytoplasmic light chain detection identified chromosome 1p21 deletion in 18 (20%) of 87 patients with multiple myeloma. 1p21 deletion was associated with higher serum calcium level, 13q deletion, and t(4;14). Patients with 1p21 deletions had a significantly shorter progression-free survival (PFS) (median 10.5 vs. 22.3 months, P = 0.0002) and shorter overall survival (OS) (median 33.9 months vs. not reached, P = 0.002) than those without 1p21 deletions. On multivariate analysis, which included deletions of 13q, TP53, t(4;14) and CKS1B amplification, 1p21 deletion remained as an independent risk factor for PFS (P = 0.01) and OS (P = 0.04).
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".