{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000188455,0.0004597659,0.0004946202,0.0002397307,0.0002782497,0.0004905381,0.0007565994,0.0006593095,0.0008700001],"category_scores_gemma":[0.000163405,0.0002863183,0.0004002568,0.0002242495,0.0001658461,0.0007732482,0.0003931989,0.0006538903,0.0005243816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730534,"about_ca_system_score_gemma":0.0003942487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005396959,"about_ca_topic_score_gemma":0.001091313,"domain_scores_codex":[0.9998147,0.00001380322,0.00001409654,0.00005190542,0.00008140388,0.00002410808],"domain_scores_gemma":[0.9999164,0.00001600656,0.00001751641,0.00001170555,0.00002193516,0.0000164208],"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":[0.000055054,0.00003081577,0.00008148746,0.00005222016,0.000004965669,0.00003083502,0.000007891646,0.00006643269,0.9931691,0.0000637971,0.00008862115,0.006348796],"study_design_scores_gemma":[0.00002703167,0.0003091874,0.0009539582,0.000004117161,0.00002517206,0.0001538097,0.0000155981,0.006494563,0.9894343,0.00004536046,0.002522277,0.00001469708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171511,0.00312136,0.07568387,0.0003354984,0.0003049398,0.0001071395,0.000263399,0.000833605,0.002199142],"genre_scores_gemma":[0.9526777,0.001190868,0.04140602,0.00008888522,0.00005982086,0.00008157274,0.0001945628,0.00004743475,0.004253129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008700001,"threshold_uncertainty_score":0.002910376,"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."}}