RNAi knockdown of CLN3P gives clues to it's function (738.2)
Bibliographic record
Abstract
Batten disease is a fatal neurodegenerative disease affecting children between the ages of five and ten years with an incidence of 2 to 4:100 000 live births in the United States and Canada. It is a type of lysosomal storage disease that causes an accumulation of lipofuscin in neuronal cells eventually leading to cellular degradation by normal physiological factors. The cause of Batten disease has been determined to be a 1.02 kb genomic deletion that mutates a gene known as CLN3, producing a mutant protein responsible for the pathology. The function this CLN3 protein has not been determined, although it has been predicted to be a transmembrane protein involved with lysosome trafficking. To aid future investigations pertaining to the pathology of Batten disease and in the development of therapies, we investigated the normal function of CLN3. Knockdown of CLN3 in HeLa cells was used to determine its role in autophagy. We determined that CLN3 has a role in cellular autophagy.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".