Correlated gene expression supports synchronous activity in brain networks
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.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Bench or experimentalConsensus signal: Bench or experimental
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.078
- Threshold uncertainty score
- 0.995
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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)
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
- 0.243 · 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
OpenAlex records an abstract for this work, but it could not be fetched just now.
The record
- Venue
- Science
- Topic
- Functional Brain Connectivity Studies
- Field
- Neuroscience
- Canadian institutions
- Hospital for Sick ChildrenSickKids FoundationUniversity of TorontoCentre Hospitalier Universitaire Sainte-JustineMcGill UniversityDouglas Mental Health University Institute
- Funders
- National Institute of Biomedical Imaging and BioengineeringNational Institutes of HealthMission Interministérielle de Lutte Contre les Drogues et les Conduites AddictivesFondation pour la Recherche MédicaleNational Institute of Neurological Disorders and StrokeBundesministerium für Bildung und ForschungNational Institute for Health and Care ResearchCalifornia Department of Fish and GameWellcome TrustNational Institute of Mental HealthMedical Research CouncilWellcome
- Keywords
- Functional connectivityResting state fMRINeuroscienceBiologyGeneFunctional magnetic resonance imagingGene expressionComputational biologyGenetics
- Has abstract in OpenAlex
- yes