{"id":"W4385407892","doi":"10.1007/s11356-023-28491-z","title":"Design of a new fountain reactor for contamination degradation using advanced oxidation processes with hybrid techniques and modeling evaluation","year":2023,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pollutant; Degradation (telecommunications); Environmental science; Contamination; Wastewater; Orange (colour); Materials science; Process engineering; Pulp and paper industry; Environmental engineering; Chemistry; Biological system; Computer science; Engineering; Organic chemistry","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":[0.0003620226,0.0005330035,0.0006897608,0.0002804906,0.0006468037,0.0005962776,0.001183177,0.0008337676,0.0006449556],"category_scores_gemma":[0.0001897062,0.0003066474,0.0005655966,0.0001594495,0.0002527367,0.0005160678,0.0004364677,0.0003744424,0.0003019457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005946182,"about_ca_system_score_gemma":0.0008740833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002690537,"about_ca_topic_score_gemma":0.002844657,"domain_scores_codex":[0.9998044,0.00002026543,0.000008122411,0.00005202794,0.00008421934,0.00003086663],"domain_scores_gemma":[0.9998823,0.00001450585,0.00001989456,0.00001616149,0.00004653091,0.00002057062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000607322,0.0002855632,0.002112028,0.0003347818,0.0001019547,0.0002852527,0.00009332718,0.1152824,0.8341529,0.001735321,0.0006850872,0.04432401],"study_design_scores_gemma":[0.00006548609,0.001049977,0.003268232,0.00001318934,0.00009299473,0.0003001858,0.00004135946,0.6100036,0.3775776,0.0003888069,0.007143078,0.00005552408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5193241,0.0006958123,0.4728224,0.0002611653,0.0001869972,0.0002388211,0.0001566802,0.002022177,0.00429186],"genre_scores_gemma":[0.884515,0.000224784,0.1110439,0.00004674986,0.00001670361,0.0001619744,0.0001177341,0.00005995072,0.003813248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002690537,"threshold_uncertainty_score":0.005349815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300889141315654,"score_gpt":0.3831831373461892,"score_spread":0.2530942232146238,"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."}}