{"id":"W3115222465","doi":"10.1139/er-2020-0074","title":"Immobilization as a powerful bioremediation tool for abatement of dye pollution: a review","year":2020,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioremediation; Economic shortage; Biochemical engineering; Pollution; Environmental science; Environmental remediation; Waste management; Environmental pollution; Effluent; Environmental engineering; Contamination; Engineering; Environmental protection; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007226071,0.0004518779,0.001738087,0.00002344275,0.00007304157,0.00001818588,0.0003399521,0.0002191136,0.0005812088],"category_scores_gemma":[0.0003543602,0.0001853117,0.0008571518,0.0004343477,0.0000550607,0.0001483018,0.00008283649,0.0001556895,0.0007876122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532095,"about_ca_system_score_gemma":0.00002731826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006529139,"about_ca_topic_score_gemma":0.00000518633,"domain_scores_codex":[0.9968599,0.0003600018,0.001577039,0.000579146,0.0003848842,0.0002390167],"domain_scores_gemma":[0.9980876,0.0001522664,0.001485309,0.0001634571,0.000004419094,0.0001068794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003343043,0.00007731752,0.000004264329,0.006381114,0.00002685406,6.263273e-7,0.000007800436,2.481107e-8,0.0002865293,0.00001214026,0.004086086,0.9891139],"study_design_scores_gemma":[0.00008192223,0.0002838257,0.00003770695,0.01505013,0.0006071534,0.000006489934,0.000006568828,0.00000211912,0.00003074441,0.00001448457,0.9835665,0.0003123205],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002751847,0.9926361,0.00002311064,0.0003424384,0.0001790805,0.006363478,0.0003397699,0.00002788005,0.00006064159],"genre_scores_gemma":[0.00001809232,0.9902292,0.0001858567,0.0004545252,0.0002902172,0.0008253278,0.00782877,0.000006552768,0.0001614534],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9888016,"threshold_uncertainty_score":0.9999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03898475729288316,"score_gpt":0.2929498006394898,"score_spread":0.2539650433466067,"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."}}