Ancient and recent duplications of the rainbow trout Wilms' tumor gene
Bibliographic record
Abstract
The Wilms' tumor suppressor (WT1) gene plays an important role in the development and functioning of the genitourinary system, and mutations in this gene are associated with nephroblastoma formation in humans. Rainbow trout (Oncorhynchus mykiss) is one of the rare animal models that readily form nephroblastomas, yet trout express three distinct WT1 genes, one of which is duplicated and inherited tetrasomically. Sequence analyses suggest an ancient gene duplication in the common ancestor of bony fishes resulted in the formation of two WT1 gene families, that conserve the splicing variations of tetrapod WT1, and a second duplication event occurred in the trout lineage. The WT1 genes of one family map to linkage groups 6 and 27 in the trout genome map. Reverse transcribed polymerase chain reaction (RT-PCR) expression analysis demonstrated little difference in W
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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".