{"id":"W3138126374","doi":"10.1016/j.carbpol.2021.117963","title":"Laccase immobilization onto natural polysaccharides for biosensing and biodegradation","year":2021,"lang":"en","type":"review","venue":"Carbohydrate Polymers","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Natural Science Foundation of China","keywords":"Laccase; Polysaccharide; Chemistry; Immobilized enzyme; Chitosan; Cellulose; Biodegradation; Biosensor; Catalysis; Organic chemistry; Chemical engineering; Combinatorial chemistry; Enzyme; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195624,0.0004399572,0.0008731281,0.00008222864,0.0002014352,0.000228431,0.0001619631,0.0003719456,0.00002960712],"category_scores_gemma":[0.0002003316,0.0001968804,0.0003279514,0.0008130267,0.00007700474,0.000241952,0.00006884729,0.0002026582,0.000005971726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058798,"about_ca_system_score_gemma":0.00006349081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002603848,"about_ca_topic_score_gemma":0.0005160263,"domain_scores_codex":[0.9980161,0.0001861018,0.0005473352,0.0006795514,0.0001947747,0.0003760898],"domain_scores_gemma":[0.9987109,0.0005142295,0.0003999717,0.0001120735,0.0001258695,0.0001369026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000389516,0.00001795128,0.00000294091,0.0004778529,0.00005959887,0.000004511257,0.00002077823,1.482851e-7,0.01250467,0.0001439503,0.000154312,0.9866094],"study_design_scores_gemma":[0.000372782,0.0001961471,0.00003871936,0.00553909,0.00168699,0.00007923926,0.0004986899,0.000707194,0.004780085,0.00005681899,0.9842398,0.001804489],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006552577,0.9912449,0.000007602155,0.0001776173,0.0007613632,0.0008391152,0.0002798613,0.0001095154,0.00002742537],"genre_scores_gemma":[0.003535857,0.9883231,0.0001088273,0.0000930747,0.0004614374,0.00009078228,0.007071531,0.00000919753,0.0003062287],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9848049,"threshold_uncertainty_score":0.8028549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03870927388776871,"score_gpt":0.2817380031886262,"score_spread":0.2430287293008575,"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."}}