{"id":"W2143294365","doi":"10.4061/2011/376015","title":"Laccase-Based CLEAs: Chitosan as a Novel Cross-Linking Agent","year":2011,"lang":"en","type":"article","venue":"Enzyme Research","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Laccase; Chemistry; Chitosan; ABTS; Thermal stability; Hydrochloride; Substrate (aquarium); Chromatography; Ammonium; Carbodiimide; Degradation (telecommunications); Enzyme; Nuclear chemistry; Organic chemistry; Antioxidant","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001271241,0.0001524992,0.0001455197,0.00006321248,0.0004818285,0.0001772737,0.0005689833,0.0001813042,0.002086644],"category_scores_gemma":[0.0004288822,0.00006453736,0.00009508771,0.0009226608,0.0001987278,0.0001928496,0.0001558152,0.0005272317,0.0007844755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005173307,"about_ca_system_score_gemma":0.00005733149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127691,"about_ca_topic_score_gemma":0.0007791236,"domain_scores_codex":[0.9973893,0.0002348693,0.0002592602,0.0004665721,0.0009436346,0.0007064081],"domain_scores_gemma":[0.9988921,0.0004556861,0.00006398445,0.0001506391,0.0001814471,0.0002561913],"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":[0.0002206093,0.0006329709,0.02346614,0.00002471596,0.00002239997,0.00007476687,0.000423622,0.00001212344,0.9481325,0.002739675,0.001527695,0.02272286],"study_design_scores_gemma":[0.0007785535,0.0009307861,0.2344821,0.0001035808,0.000008322437,0.00001638762,0.0004860144,0.001017529,0.7395259,0.0011604,0.02103516,0.0004552514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855779,0.0001593938,0.00002159584,0.0006013963,0.0001469099,0.0003266353,0.00003305737,0.0001377615,0.01299529],"genre_scores_gemma":[0.9982276,0.00002319632,0.0003291014,0.0001924838,0.0004476822,0.0000563994,0.0001641633,0.000003275135,0.0005560928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.211016,"threshold_uncertainty_score":0.9999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2255767761285127,"score_gpt":0.3668734387582501,"score_spread":0.1412966626297374,"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."}}