Niemann-Pick Disease: Seven Questions about it
Bibliographic record
Abstract
Acid sphingomyelinase deficiency is a rare hereditary disease caused by enzyme deficiency due to mutations in the SMPD1 gene. Decreased enzyme activity leads to accumulation of sphingomyelin in lysosomes. This disease is characterized by wide diversity of clinical manifestations: from infantile neurovisceral form (Niemann-Pick disease type A) with severe rapidly progressive neurodegeneration to chronic visceral form (Niemann-Pick disease type B) with almost no central nervous system involvement. There is also intermediate phenotype: chronic neurovisceral form (Niemann-Pick disease type A/B) that includes manifestations two other forms, both visceral and neurological. The disease course is most commonly progressive and multi-system due to sphingomyelin accumulation in cells of the monocyte-macrophage system, as well as in other cells such as hepatocytes.
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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 | 0.007 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.004 | 0.011 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.010 | 0.016 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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".