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Computational Lipidomics with insane: A Versatile Tool for Generating Custom Membranes for Molecular Simulations
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
- Simulation or modellingBench or experimentalTheoretical or conceptual
- Classifier consensus
- Simulation or modelling
Teacher imitation scores
Codex
Simulation or modelling0.984
Theoretical or conceptual0.017
Other design0.004
Bench or experimental0.002
Randomized trial0.001
Scholarly communication0.001
Not applicable0.000
Metaresearch0.000
Case report0.000
Open science0.000
Qualitative0.000
Observational0.000
Systematic review0.000
Bibliometrics0.000
Meta-analysis0.000
Meta-epidemiology (narrow)0.000
Science and technology studies0.000
Research integrity0.000
Meta-epidemiology (broad)0.000
Non-randomized trial0.000
Gemma
Simulation or modelling0.961
Bench or experimental0.038
Theoretical or conceptual0.036
Not applicable0.006
Metaresearch0.001
Non-randomized trial0.000
Qualitative0.000
Randomized trial0.000
Case report0.000
Open science0.000
Meta-epidemiology (broad)0.000
Bibliometrics0.000
Science and technology studies0.000
Scholarly communication0.000
Research integrity0.000
Meta-epidemiology (narrow)0.000
Systematic review0.000
Meta-analysis0.000
Observational0.000
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 head0.013
GPT teacher head0.271
- Teacher spread
- 0.258 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.