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Unprecedented Arctic ozone loss in 2011
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.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
Canadian funderA Canadian agency funded it. The work may carry no Canadian affiliation at all.
Classifier prediction
metacan-v1-d91a1de5be90Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.
- Classifier candidate
- Observational
- Classifier consensus
- Observational
Teacher imitation scores
Codex
Observational0.983
Not applicable0.012
Bibliometrics0.002
Other design0.002
Research integrity0.001
Open science0.001
Simulation or modelling0.000
Theoretical or conceptual0.000
Case report0.000
Metaresearch0.000
Scholarly communication0.000
Randomized trial0.000
Meta-epidemiology (narrow)0.000
Non-randomized trial0.000
Meta-analysis0.000
Qualitative0.000
Bench or experimental0.000
Science and technology studies0.000
Systematic review0.000
Meta-epidemiology (broad)0.000
Gemma
Observational0.922
Not applicable0.015
Bibliometrics0.002
Simulation or modelling0.002
Theoretical or conceptual0.001
Research integrity0.000
Bench or experimental0.000
Metaresearch0.000
Science and technology studies0.000
Open science0.000
Randomized trial0.000
Case report0.000
Scholarly communication0.000
Non-randomized trial0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Systematic review0.000
Meta-analysis0.000
Qualitative0.000
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.
Opus teacher head0.012
GPT teacher head0.215
- Teacher spread
- 0.203 how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baselineverbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Retrieved from PubMed through NCBI EFetch. Structured section labels are preserved.