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Whole plant cell wall characterization using solution-state 2D NMR

2012· article· en· 708 citations· W1989578357 on OpenAlex· 10.1038/nprot.2012.064

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.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
ObservationalBench or experimentalNot applicable
Classifier consensus
Bench or experimental
Teacher imitation scores

Codex

Bench or experimental0.955
Other design0.351
Observational0.009
Not applicable0.001
Open science0.000
Scholarly communication0.000
Bibliometrics0.000
Non-randomized trial0.000
Simulation or modelling0.000
Science and technology studies0.000
Research integrity0.000
Metaresearch0.000
Qualitative0.000
Meta-epidemiology (broad)0.000
Randomized trial0.000
Theoretical or conceptual0.000
Meta-epidemiology (narrow)0.000
Systematic review0.000
Case report0.000
Meta-analysis0.000

Gemma

Not applicable0.560
Bench or experimental0.116
Observational0.103
Simulation or modelling0.000
Bibliometrics0.000
Research integrity0.000
Non-randomized trial0.000
Scholarly communication0.000
Metaresearch0.000
Science and technology studies0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Open science0.000
Randomized trial0.000
Systematic review0.000
Case report0.000
Theoretical or conceptual0.000
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 head0.026
GPT teacher head0.254
Teacher spread
0.228 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

Recent advances in nuclear magnetic resonance (NMR) technology have made it possible to rapidly screen plant material and discern whole cell wall information without the need to deconstruct and fractionate the plant cell wall. This approach can be used to improve our understanding of the biology of cell wall structure and biosynthesis, and as a tool to select plant material for the most appropriate industrial applications. This is particularly true in an era when renewable materials are vital to…

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