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Carotenoids from microalgae: A review of recent developments
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
- Systematic reviewTheoretical or conceptualNot applicable
- Classifier consensus
- Systematic review
Teacher imitation scores
Codex
Other design0.998
Systematic review0.146
Metaresearch0.005
Theoretical or conceptual0.003
Not applicable0.002
Research integrity0.001
Bibliometrics0.000
Meta-analysis0.000
Bench or experimental0.000
Meta-epidemiology (broad)0.000
Science and technology studies0.000
Scholarly communication0.000
Meta-epidemiology (narrow)0.000
Open science0.000
Observational0.000
Non-randomized trial0.000
Case report0.000
Simulation or modelling0.000
Randomized trial0.000
Qualitative0.000
Gemma
Not applicable0.992
Systematic review0.298
Science and technology studies0.017
Theoretical or conceptual0.016
Bench or experimental0.010
Metaresearch0.003
Research integrity0.002
Open science0.000
Bibliometrics0.000
Meta-analysis0.000
Meta-epidemiology (broad)0.000
Scholarly communication0.000
Meta-epidemiology (narrow)0.000
Observational0.000
Randomized trial0.000
Non-randomized trial0.000
Case report0.000
Qualitative0.000
Simulation or modelling0.000
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 head0.030
GPT teacher head0.311
- Teacher spread
- 0.281 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.