{"id":"W2785348332","doi":"10.1007/s10661-018-6508-7","title":"Ozonation of offshore produced water: kinetic study and fuzzy inference system modeling","year":2018,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Zhejiang University of Technology","keywords":"Adaptive neuro fuzzy inference system; Ozone; Chemistry; Inference system; Environmental chemistry; Environmental science; Pollutant; Environmental engineering; Fuzzy control system; Fuzzy logic; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003566629,0.0004500633,0.0005167008,0.0003198265,0.0003985737,0.000650011,0.0005002581,0.0006584658,0.0007165266],"category_scores_gemma":[0.000938125,0.0002482202,0.0005781451,0.0002936185,0.0002961823,0.0006372213,0.0002603827,0.0004357331,0.00007937437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005949949,"about_ca_system_score_gemma":0.00062853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03044876,"about_ca_topic_score_gemma":0.01598375,"domain_scores_codex":[0.9999146,0.00001567688,0.000007988676,0.00002005222,0.00002554319,0.00001609773],"domain_scores_gemma":[0.9995473,0.0003101463,0.0000429681,0.00001553512,0.00007362829,0.00001034731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00025153,0.00006490664,0.002334056,0.0000819678,0.00003186636,0.000137299,0.00006110915,0.9707573,0.01565061,0.001413464,0.0001073158,0.00910865],"study_design_scores_gemma":[0.00000350478,0.00002145914,0.0004831502,0.00000106098,0.00000825873,0.000007694344,0.00001449057,0.9965911,0.002642688,0.0001825313,0.00003932587,0.000004780024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689656,0.0002478452,0.1271813,0.0001081233,0.00001961353,0.00003626095,0.0001056228,0.00007194295,0.003263775],"genre_scores_gemma":[0.9959489,0.0001036752,0.00274874,0.00000409371,0.00000224369,0.000008248956,0.00003849837,0.000004834968,0.001140771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03044876,"threshold_uncertainty_score":0.06054306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129620525632018,"score_gpt":0.2827561154600868,"score_spread":0.2614599102037666,"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."}}