{"id":"W1989578357","doi":"10.1038/nprot.2012.064","title":"Whole plant cell wall characterization using solution-state 2D NMR","year":2012,"lang":"en","type":"article","venue":"Nature Protocols","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":708,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cell wall; Lignin; Characterization (materials science); Plant cell; Chemistry; Computational biology; Biochemical engineering; Nanotechnology; Materials science; Biochemistry; Biology; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616370290679302,"score_gpt":0.2541640960959039,"score_spread":0.2280003931891109,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."},"direct_labels":[],"classifier":{"requested":true,"available":true,"version":"metacan-v1-d91a1de5be90","frame_rows_covered":4299418,"decision_targets":["metaresearch","metaepi_narrow","metaepi_broad","bibliometrics","sts","scholarly_communication","open_science","research_integrity","randomized_trial","nonrandomized_trial","observational","systematic_review","meta_analysis","case_report","qualitative","simulation_or_modeling","bench_or_experimental","theoretical_or_conceptual","not_applicable"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame.","warning":null},"prediction":{"classifier_version":"metacan-v1-d91a1de5be90","candidate_union":["observational","bench_or_experimental","not_applicable"],"consensus_intersection":["bench_or_experimental"],"score_encoding":"uint16_le_65535","score_resolution":0.000015259021896696422,"scores":{"codex":{"metaresearch":0.000045777065690089265,"metaepi_narrow":0.000015259021896696422,"metaepi_broad":0.000030518043793392844,"bibliometrics":0.00012207217517357137,"sts":0.00006103608758678569,"scholarly_communication":0.0002746623941405356,"open_science":0.0004730296787975891,"research_integrity":0.00006103608758678569,"randomized_trial":0.000030518043793392844,"nonrandomized_trial":0.00010681315327687495,"observational":0.008819714656290532,"systematic_review":0.000015259021896696422,"meta_analysis":0,"case_report":0.000015259021896696422,"qualitative":0.000045777065690089265,"simulation_or_modeling":0.00007629510948348211,"bench_or_experimental":0.9553063248645762,"theoretical_or_conceptual":0.000030518043793392844,"not_applicable":0.0010986495765621424,"design_other":0.3507591363393606},"gemma":{"metaresearch":0.000030518043793392844,"metaepi_narrow":0.000015259021896696422,"metaepi_broad":0.000015259021896696422,"bibliometrics":0.00012207217517357137,"sts":0.000030518043793392844,"scholarly_communication":0.000045777065690089265,"open_science":0.000015259021896696422,"research_integrity":0.00010681315327687495,"randomized_trial":0.000015259021896696422,"nonrandomized_trial":0.00006103608758678569,"observational":0.10327306019684138,"systematic_review":0.000015259021896696422,"meta_analysis":0,"case_report":0.000015259021896696422,"qualitative":0,"simulation_or_modeling":0.0004119935912108034,"bench_or_experimental":0.11647211413748379,"theoretical_or_conceptual":0.000015259021896696422,"not_applicable":0.5602807660028992}},"interpretation":"Scores imitate each teacher on the enriched screening sample; they are not calibrated prevalence probabilities for the full frame."}}