Bibliographic record
Abstract
Retinal diseases are personally debilitating and expensive, yet many early disease mechanisms leading to their onset and progression remain poorly understood. The harlequin mouse is a model of human mitochondrial dysfunction and parainflammation leading to subsequent cerebellar and retinal degeneration. Diagnosis of retinal degeneration can be tracked in vivo and is associated with AIF dysfunction. Here, retinal dysfunction in the harlequin mouse was first quantified using electroretinography followed by assay of blood-retinal-barrier integrity and transcriptome alterations in young adulthood. Nonmetric multidimensional scaling of oscillatory potentials provided a novel, comprehensive assessment of inner-retinal health and can detect shifts in OP parameters. Barrier integrity ruled out confounding exogenous antigens and confirmed an endogenous source of retinal tissue malfunction. In addition, transcriptome alterations support the necessity of the hq retina to maintain metabolic demands. Alternative metabolism pathways are hypothesized to be important for hq complex I mitochondrial-dysfunction associated retinal degeneration.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".