{"id":"W3159915596","doi":"10.1016/j.jece.2021.105562","title":"A novel submerged photocatalytic oscillatory membrane reactor for water polishing","year":2021,"lang":"en","type":"article","venue":"Journal of environmental chemical engineering","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photocatalysis; Effluent; Polishing; Membrane reactor; Chemistry; Wastewater; Membrane; Chemical engineering; Central composite design; Catalysis; Materials science; Environmental engineering; Response surface methodology; Chromatography; Environmental science; Composite material; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003513987,0.0001956094,0.0003220784,0.00008141848,0.00002659736,0.00003815404,0.0002117966,0.0001346953,0.0003079617],"category_scores_gemma":[0.0002236602,0.0001677824,0.0002460085,0.00006669919,0.00002872798,0.0002565795,0.00006948527,0.0003217146,0.00001176976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970222,"about_ca_system_score_gemma":0.00001898487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004127345,"about_ca_topic_score_gemma":1.498241e-7,"domain_scores_codex":[0.9985676,0.00001712894,0.0005674764,0.0002071946,0.0002997069,0.0003408335],"domain_scores_gemma":[0.9993011,0.0001096606,0.0001258623,0.0002324094,0.00002399491,0.0002069836],"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":[0.00003913091,0.00009528377,0.00002852423,0.00004166602,0.00009029734,0.00001496328,0.0001868464,0.00324522,0.9958035,0.0000451566,0.00002574095,0.0003837169],"study_design_scores_gemma":[0.0009357551,0.00001988158,0.0001891213,0.00002705367,0.00005347812,0.0002859379,0.00005338276,0.00180533,0.9808176,0.00003254041,0.01557363,0.0002063473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828289,0.0002742927,0.01585989,0.0001504519,0.0005449385,0.000111029,0.00002299882,0.00003297887,0.0001745249],"genre_scores_gemma":[0.9545736,0.00001797987,0.04468723,0.00007443112,0.0004253832,0.00001075479,0.00003168964,0.0000656498,0.0001132775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02882734,"threshold_uncertainty_score":0.6841969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423850690977792,"score_gpt":0.2207263583963091,"score_spread":0.2064878514865311,"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."}}