{"id":"W3126113571","doi":"10.1002/wer.1521","title":"Decolorization of textile azo dye Novacron Red using bacterial monoculture and consortium: Response surface methodology optimization","year":2021,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Response surface methodology; Biodegradation; Bacillus (shape); Textile; Central composite design; Chemistry; Wastewater; Microbiology; Food science; Nuclear chemistry; Chromatography; Biology; Materials science; Organic chemistry; Environmental engineering; Composite material; Environmental science","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":[0.001834969,0.0001049269,0.0001702144,0.00002408431,0.0001819266,0.00004897962,0.0001058245,0.0001780581,0.001664878],"category_scores_gemma":[0.000235015,0.00004592053,0.00002879845,0.0002003698,0.0001516658,0.0001522979,0.0001993958,0.0001543703,0.00001239987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008293912,"about_ca_system_score_gemma":0.00001391612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021666,"about_ca_topic_score_gemma":0.00005157404,"domain_scores_codex":[0.9970304,0.001697392,0.0002596569,0.0003633238,0.0003418261,0.0003074337],"domain_scores_gemma":[0.9992386,0.000438513,0.00006232083,0.00009320067,0.00009275272,0.00007463377],"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":[0.0003636103,0.0000580337,0.002723045,0.000006672506,0.00001119647,0.000005964492,0.0002059764,0.006109887,0.9895827,0.000008197439,0.00005651321,0.0008682481],"study_design_scores_gemma":[0.0003218533,0.0002081828,0.02283328,0.00001089572,0.00001276802,0.000009358252,0.0003388323,0.004148377,0.9688037,0.00007066421,0.00311858,0.0001235092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979977,0.00006825789,0.0003410856,0.001216081,0.0000625988,0.000242662,0.00002895613,0.00001331809,0.00002934582],"genre_scores_gemma":[0.9873209,0.0002852299,0.01106583,0.00001660145,0.00007317086,0.000009212727,0.0006796069,0.000002645516,0.0005468224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02077896,"threshold_uncertainty_score":0.9992477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291059450234101,"score_gpt":0.3228917791277089,"score_spread":0.1937858341042988,"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."}}