{"id":"W4389686185","doi":"10.2166/wst.2023.402","title":"Flow field and sediment removal in a stormwater sump utilizing internal structures","year":2023,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Key Research and Development Program of Zhejiang Province; Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Sump (aquarium); Stormwater; Sediment; Environmental science; Environmental engineering; Suspended solids; Geotechnical engineering; Hydrology (agriculture); Geology; Engineering; Waste management; Surface runoff; Wastewater; Geomorphology","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":[0.0001997387,0.0002600404,0.0002934083,0.0002305282,0.0003815113,0.0004292864,0.0001518039,0.0002088861,0.0004204938],"category_scores_gemma":[0.0003247862,0.00009672318,0.0001690079,0.0001711449,0.0002536306,0.0003543134,0.0002453805,0.0002511363,0.0001228902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475409,"about_ca_system_score_gemma":0.0004829735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002956182,"about_ca_topic_score_gemma":0.004725083,"domain_scores_codex":[0.9998943,0.000009810308,0.000004816085,0.00002451412,0.00004305382,0.00002356385],"domain_scores_gemma":[0.9998216,0.00004618374,0.00004769547,0.000007687006,0.00005537189,0.000021501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002027147,0.00009014337,0.005108175,0.00009353112,0.0000117147,0.00008307367,0.00005198335,0.01067769,0.9626364,0.0001455397,0.000102894,0.0207963],"study_design_scores_gemma":[0.00002945105,0.001142055,0.02383155,0.000009654736,0.00004511607,0.0000566533,0.0001388767,0.0599879,0.9131638,0.0001539274,0.001417301,0.00002360933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921958,0.00008720495,0.007054278,0.00002563334,0.000005200136,0.00001573416,0.00003875287,0.00003919891,0.000538139],"genre_scores_gemma":[0.9962535,0.0001094475,0.00290756,0.00001575232,0.000002604453,0.0000140467,0.00006013264,0.000006918382,0.0006300203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002956182,"threshold_uncertainty_score":0.005877972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132016120015855,"score_gpt":0.233694589206999,"score_spread":0.2223744280068404,"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."}}