Principal Component Analysis for Protein Folding Dynamics
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.256 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
No abstract. This is not a gap in this database — OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
The record
- Venue
- Journal of Molecular Biology
- Topic
- Protein Structure and Dynamics
- Field
- Biochemistry, Genetics and Molecular Biology
- Canadian institutions
- —
- Funders
- Fogarty International CenterNational Institute of General Medical SciencesInstitut de Cardiologie de MontréalCornell UniversityNational Institutes of HealthNational Science Foundation
- Keywords
- Protein foldingFolding (DSP implementation)Principal component analysisStatistical physicsContact orderNative stateProtein dynamicsPhysicsDownhill foldingBrownian dynamicsDynamics (music)Energy landscapeMolecular dynamicsChemistryCrystallographyBiological systemBrownian motionMathematicsPhi value analysisComputational chemistryThermodynamicsBiologyStatisticsBiochemistryEngineering
- Has abstract in OpenAlex
- no