{"id":"W4205776735","doi":"10.32920/16850200.v1","title":"Physical Model Testing Of An Experimental Vortex Device For Controlling Total Suspended Solids In Stormwater","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Nankai University","keywords":"Suspended solids; Stormwater; Particle size; Environmental science; Stormwater management; Volumetric flow rate; Grit; Vortex; Environmental engineering; Total suspended solids; Petroleum engineering; Engineering; Mechanics; Physics; Sewage treatment; Surface runoff; Chemical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000553736,0.0002684762,0.0002243015,0.0002395534,0.000329823,0.0004471449,0.0004658487,0.0004270854,0.001033414],"category_scores_gemma":[0.0007428508,0.0001414135,0.0002767652,0.0001912946,0.0003508177,0.0004916916,0.0003681496,0.0002543986,0.0002250176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003204354,"about_ca_system_score_gemma":0.0004353582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123393,"about_ca_topic_score_gemma":0.001470855,"domain_scores_codex":[0.9996135,0.00006896045,0.00003742773,0.00007803601,0.0001516963,0.00005049481],"domain_scores_gemma":[0.9996769,0.00009442228,0.00004699003,0.00005452051,0.00009495598,0.0000322465],"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":[0.0004855007,0.0004306229,0.006724831,0.0002369289,0.00001485811,0.0001506512,0.0002108252,0.006517675,0.9687946,0.0005822295,0.0004132575,0.01543789],"study_design_scores_gemma":[0.0001371625,0.005822442,0.01596438,0.00002423771,0.00003862824,0.00008297518,0.0003583258,0.05600423,0.9164752,0.0002498318,0.004805809,0.00003682448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899177,0.0001228716,0.00837299,0.00007358056,0.00004397695,0.0001430725,0.0003830388,0.0001006212,0.0008421054],"genre_scores_gemma":[0.9932171,0.0001174095,0.005267671,0.0000226767,0.000005855491,0.00009592112,0.0002096435,0.00001083531,0.001052905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001123393,"threshold_uncertainty_score":0.003457129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0494790963297875,"score_gpt":0.2915357239635614,"score_spread":0.2420566276337739,"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."}}