Targeting Mitochondria with Organelle‐Specific Compounds: Strategies and Applications
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
Mitochondria are the energy factories of the cell and also serve as a checkpoint regulating programmed cell death. Not surprisingly, dysfunctional mitochondria are implicated in a variety of diseases ranging from metabolic disorders to cancer. Treatment of these diseases through the delivery of targeted drugs, however, is impeded by the difficulty of penetrating the membranes that define this organelle. The properties of this barrier serve as a major obstacle to drug delivery and a lack of effective transporters has hindered the advancement of mitochondrial medicine. Recently, however, synthetic transporters that show promise for the mito-specific delivery of bioactive cargos have begun to emerge. This review summarizes the most exciting of these developments and discusses their applications.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 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