{"id":"W2329643389","doi":"10.1021/ie500280e","title":"Comparing Polymer-Supported TEMPO Mediators for Cellulose Oxidation and Subsequent Polyvinylamine Grafting","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cellulose; Grafting; Cationic polymerization; Chemistry; Adsorption; Polymer chemistry; Acrylic acid; Polymer; Laccase; Chemical engineering; Organic chemistry; Enzyme; Monomer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004980172,0.0004575431,0.0002859189,0.00027279,0.0001031914,0.0004432932,0.0004203177,0.0003682541,0.00103892],"category_scores_gemma":[0.0007334083,0.0001709406,0.0003479659,0.000247595,0.0001215701,0.0006796826,0.0003016813,0.0004425997,0.0003579103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371348,"about_ca_system_score_gemma":0.000159296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001442787,"about_ca_topic_score_gemma":0.000243964,"domain_scores_codex":[0.9997303,0.00006212357,0.00002987133,0.00003796263,0.00008537601,0.00005432008],"domain_scores_gemma":[0.9996752,0.0001457593,0.0000715319,0.00002435771,0.00004620209,0.00003697863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000346299,0.0000630455,0.0001411499,0.0002210023,0.00002274613,0.00008548811,0.00003306558,0.0002061133,0.9919038,0.0002214105,0.00002685351,0.006729097],"study_design_scores_gemma":[0.00001540903,0.0005362466,0.0003655871,0.000006436179,0.00002364619,0.00008899075,0.00001123872,0.0005487183,0.9972304,0.00004005696,0.001127827,0.000005464242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758882,0.009658488,0.01045287,0.00007272206,0.0001089272,0.0001109326,0.00007791261,0.00008350342,0.00354651],"genre_scores_gemma":[0.9805841,0.00529782,0.01150853,0.00004177884,0.00003581466,0.00006275916,0.0001353499,0.00003663172,0.002297187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00103892,"threshold_uncertainty_score":0.003475487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08145450571330816,"score_gpt":0.2827421529360872,"score_spread":0.201287647222779,"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."}}