{"id":"W4282920964","doi":"10.21203/rs.3.rs-1740243/v1","title":"Immobilized Cold-Active Enzymes onto Magnetic Chitosan Microparticles as a Highly Stable and Reusable Carrier for p-xylene Biodegradation in Soil","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Enzyme Catalysis and Immobilization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; York University","funders":"Natural Sciences and Engineering Research Council of Canada; York University","keywords":"Glutaraldehyde; Chitosan; Immobilized enzyme; Fourier transform infrared spectroscopy; Thermal stability; Chemistry; Biodegradation; Xylene; Nuclear chemistry; Chromatography; Chemical engineering; Materials science; Enzyme; Organic chemistry; Toluene","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008233208,0.0002532712,0.0003446942,0.0002089795,0.0002534561,0.0001652414,0.0002994945,0.0002960108,0.0001187293],"category_scores_gemma":[0.0005748789,0.0002608705,0.000121139,0.000306198,0.0001490031,0.00001290933,0.0009118892,0.000403542,0.00000204393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310946,"about_ca_system_score_gemma":0.0005500737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522537,"about_ca_topic_score_gemma":0.001094205,"domain_scores_codex":[0.9972978,0.000446063,0.0003751285,0.0009362836,0.0004030779,0.0005416944],"domain_scores_gemma":[0.9986746,0.00009388542,0.0001156074,0.0006971253,0.0002894852,0.0001292915],"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":[0.0006221522,0.0002094708,0.001491381,0.0004143298,0.00005357835,0.000002935678,0.0002550516,0.0003877654,0.9944264,0.0002536358,0.00113603,0.0007472601],"study_design_scores_gemma":[0.001168616,0.0009206798,0.001737492,0.00009840307,0.00002662756,0.00000213306,0.001351881,0.0004647641,0.9706827,0.0002533501,0.02299443,0.000298907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826756,0.01407151,0.00005253926,0.0002377556,0.00009146502,0.001837506,0.0006861453,0.00001367893,0.0003338495],"genre_scores_gemma":[0.9895368,0.002929605,0.0002742659,0.00003382722,0.0001130976,0.001961486,0.003293722,0.00005580762,0.001801426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02374369,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02685699680248002,"score_gpt":0.3391077349862306,"score_spread":0.3122507381837506,"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."}}