Atomic model for the dimeric F <sub>O</sub> region of mitochondrial ATP synthase
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
How protons power rotation Synthesis of adenosine triphosphate (ATP) in mitochondria is accomplished by a large molecular machine, the F 1 F O ATP synthase. Proton translocation across the F O region that spans the mitochondrial inner membrane drives ATP synthesis in the F 1 region through a rotational mechanism. Guo et al. present a high-resolution structure of the dimeric F O complex from Saccharomyces cerevisiae , determined by electron microscopy. The structure gives insights into how proton translocation powers rotation and suggests how F O dimers bend the membrane to give mitochondria their characteristic cristae. Science , this issue p. 936
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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