{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006469444,0.0002234469,0.0004472407,0.000157598,0.0001393909,0.0001464448,0.00011495,0.0001072384,0.001355452],"category_scores_gemma":[0.00005547115,0.0001703415,0.00005790343,0.0002391716,0.0001786412,0.0004438656,0.0001096298,0.00006358825,0.000002104103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004335359,"about_ca_system_score_gemma":0.00003822603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003958732,"about_ca_topic_score_gemma":0.000005324062,"domain_scores_codex":[0.9984599,0.0001153562,0.0007230669,0.0002907446,0.0002165044,0.000194433],"domain_scores_gemma":[0.9992984,0.00003975908,0.0003735134,0.0001128129,0.00002304177,0.0001524849],"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":[0.0002091646,0.00007208685,0.00009460489,0.00006404202,0.00008774561,0.0000083143,0.0008372718,0.00001839775,0.9964882,0.00008204962,0.00001739741,0.002020777],"study_design_scores_gemma":[0.0015548,0.001184043,0.003170868,0.0000680731,0.0002823592,0.0005476507,0.0008515308,0.0007885887,0.9903798,0.0006096037,0.000255743,0.0003069773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682612,0.0006419535,0.02988747,0.0002220304,0.0004340693,0.000475719,0.00004498367,0.00002249717,0.0000100834],"genre_scores_gemma":[0.9913011,0.001223732,0.007167596,0.00005342434,0.00008439217,0.000003760613,0.00001199199,0.00003090795,0.0001231396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02303986,"threshold_uncertainty_score":0.9995574,"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."}}