Comprehensive Research Synopsis and Systematic Meta-Analyses in Parkinson's Disease Genetics: The PDGene Database
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
- Meta-epidemiology (narrow)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Systematic reviewConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.866
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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
- 0.066 · 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
- PLoS Genetics
- Topic
- Parkinson's Disease Mechanisms and Treatments
- Field
- Medicine
- Canadian institutions
- University of British Columbia
- Funders
- National Center for Research ResourcesNational Institute of Environmental Health SciencesNational Cancer InstituteNational Institute on AgingFoundation for Biomedical Research and InnovationBundesministerium für Bildung und ForschungEisaiParkinson's UKEMD SeronoHermann und Lilly Schilling-Stiftung für Medizinische ForschungU.S. Department of DefenseEli Lilly and CompanyEunice Kennedy Shriver National Institute of Child Health and Human DevelopmentNational Alliance for Research on Schizophrenia and DepressionH. Lundbeck A/SFidelity BiosciencesNational Institute of Neurological Disorders and StrokePrize4LifeCure Alzheimer's FundU.S. Department of Health and Human ServicesDeutscher Akademischer AustauschdienstMayo Foundation for Medical Education and ResearchNational Institutes of HealthVolkswagen FoundationMichael J. Fox Foundation for Parkinson's ResearchNorthShore University HealthSystemMayo ClinicAlnylam Pharmaceuticals
- Keywords
- Genome-wide association studyMeta-analysisBiologyGenetic associationImputation (statistics)Single-nucleotide polymorphismGenetics1000 Genomes ProjectBioinformaticsComputational biologyGenotypeMedicineGeneMissing dataComputer scienceInternal medicine
- Has abstract in OpenAlex
- yes