Functions of the COPII gene paralogs SEC23A and SEC23B are interchangeable in vivo
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Significance In humans, SEC23B deficiency results in congenital dyserythropoietic anemia type II, a disease of abnormal red blood cell development, while SEC23A deficiency results in cranio-lenticulo-sutural-dysplasia, a disease characterized by bone abnormalities due to defective collagen secretion (but no red blood cell defect). In this study, we show that SEC23A and SEC23B overlap in function, and that the disparate phenotypes of SEC23A/SEC23B deficiency within and across species are likely due to evolutionary shifts in gene-expression programs, rather than distinct functions of the SEC23 paralogs. Our studies provide a rationale for increased SEC23A or SEC23B expression as a therapeutic strategy for congenital dyserythropoietic anemia type II or cranio-lenticulo-sutural-dysplasia, respectively.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it