Consensus Statement on Concussion in Sport—The 4th International Conference on Concussion in Sport Held in Zurich, November 2012
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
- Insufficient payload (model declined to judge)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.096
- Threshold uncertainty score
- 0.997
- 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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
- 0.293 · 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
Peer Reviewed
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- PM&R
- Topic
- Traumatic Brain Injury Research
- Field
- Medicine
- Canadian institutions
- Krembil FoundationParachuteOntario Neurotrauma FoundationCanadian Armed ForcesPolicyWise for Children & FamiliesMcMaster UniversityMcMaster University Medical CentreCentre for Advancing Health OutcomesToronto Western HospitalUniversity of British ColumbiaMcGill UniversityMcGill University Health CentreUniversity of OttawaSouth Health CampusAthletic Edge Sports MedicineAlberta Children's HospitalCanadian Institutes of Health ResearchUniversity of TorontoSafran Electronics (Canada)University of Calgary
- Funders
- Australian Research CouncilInstitut Ruđer BoškovićAustralian Football League
- Keywords
- ConcussionStatement (logic)MedicinePhysical therapyPhysical medicine and rehabilitationAeronauticsMedical emergencyInjury preventionPoison controlEngineeringPolitical scienceLaw
- Has abstract in OpenAlex
- yes