{"id":"W4401253586","doi":"10.1007/s10904-024-03264-4","title":"Immobilization of Bacillus subtilis bacteria into Biohybrid Crosslinked Chitosan-glutaraldehyde for acid red 88 Dye Removal: Box–Behnken Design Optimization and Mechanism Study","year":2024,"lang":"en","type":"article","venue":"Journal of Inorganic and Organometallic Polymers and Materials","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biomaterial; Glutaraldehyde; Box–Behnken design; Adsorption; Chitosan; Langmuir adsorption model; Nuclear chemistry; Bacillus subtilis; Bacillus licheniformis; Chemical engineering; Fourier transform infrared spectroscopy; Chemistry; Response surface methodology; Materials science; Chromatography; Organic chemistry; Bacteria","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":[0.00020611,0.0003415419,0.0003044957,0.0001840602,0.000134022,0.0001908712,0.0003434195,0.0003488553,0.0005171677],"category_scores_gemma":[0.000135075,0.0002137277,0.0003795474,0.000198808,0.0001374055,0.0001460392,0.000143048,0.0002696205,0.0002249211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003115263,"about_ca_system_score_gemma":0.0001999995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418317,"about_ca_topic_score_gemma":0.002447394,"domain_scores_codex":[0.9998184,0.00001944292,0.0000145182,0.00003622345,0.00006732528,0.00004410805],"domain_scores_gemma":[0.9999242,0.00001606731,0.000023167,0.000006987425,0.0000198836,0.000009667295],"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":[0.00002793228,0.00001704567,0.00003029367,0.0000155353,0.000002307481,0.00000990968,0.000005052115,0.00005187005,0.9993374,0.00001475337,0.000004915345,0.0004830894],"study_design_scores_gemma":[0.000002591802,0.00007764497,0.0002900206,7.000104e-7,0.000005829963,0.00001721378,0.000003811646,0.0003301943,0.9991459,0.000002907029,0.00012086,0.000002309619],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924979,0.0005585058,0.006244288,0.00005028477,0.00001432121,0.00002085575,0.00005221324,0.00005301444,0.000508672],"genre_scores_gemma":[0.9910474,0.0003544375,0.00673471,0.00001614822,0.000003092054,0.00001534368,0.00009836791,0.00001337157,0.001717078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001418317,"threshold_uncertainty_score":0.002820075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173352932612387,"score_gpt":0.2317521703724688,"score_spread":0.2200186410463449,"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."}}