{"id":"W6888782975","doi":"10.22104/aet.2024.6444.1787","title":"The optimization of reactive black 5 dye removal using Coprinus cinereus peroxidase (CIP)","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Response surface methodology; Hydrogen peroxide; Factorial experiment; Central composite design; Peroxidase; Diazo; Enzyme","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001148746,0.0002196079,0.0003697299,0.0001127909,0.0003046477,0.001060739,0.001339622,0.000107867,0.002285495],"category_scores_gemma":[0.00044395,0.00008735012,0.0001576293,0.001384298,0.0001903168,0.001587325,0.0004010581,0.0003142029,0.00001025903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078462,"about_ca_system_score_gemma":0.00006098921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212369,"about_ca_topic_score_gemma":0.000153978,"domain_scores_codex":[0.9977975,0.0002884581,0.0006720254,0.0003574373,0.0006050583,0.0002794603],"domain_scores_gemma":[0.9979415,0.0008339006,0.0005619096,0.0001493258,0.000379434,0.0001339407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001787895,0.0001235218,0.01007214,0.00003875836,0.0001444132,0.00004947298,0.000158753,0.007104546,0.9433913,0.0001623493,0.006534824,0.0320411],"study_design_scores_gemma":[0.0008537742,0.0001466848,0.5222914,0.002154098,0.0005152846,0.0001549228,0.001736626,0.07159428,0.3597004,0.005953096,0.03338529,0.001514153],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886113,0.00789763,0.0001725219,0.0004498201,0.0005053804,0.0003815867,0.00006445695,0.00004602842,0.001871292],"genre_scores_gemma":[0.9937468,0.005102048,0.0003580142,0.00007359547,0.0003049058,0.000008843881,0.00005307997,0.00000646431,0.0003462292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5836909,"threshold_uncertainty_score":0.9999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2294260038862639,"score_gpt":0.501420067884818,"score_spread":0.2719940639985541,"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."}}