{"id":"W6986659014","doi":"","title":"PROPER SIZING OF INFILTRATION TRENCHES & BIORETENTION CELLS FOR URBAN STORMWATER MANAGEMENT PURPOSES","year":2020,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioretention; Sizing; Stormwater; Infiltration (HVAC); Surface runoff; Low-impact development; Swale; Hydrology (agriculture)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005135532,0.0004968406,0.0003700291,0.0007370839,0.000380259,0.00101782,0.0007097123,0.0002168393,0.00192951],"category_scores_gemma":[0.001158422,0.0001985027,0.0003520394,0.0008045377,0.0003394326,0.0005258304,0.0005313997,0.0001940288,0.000351471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652972,"about_ca_system_score_gemma":0.002170034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01486879,"about_ca_topic_score_gemma":0.05828522,"domain_scores_codex":[0.9993268,0.00009719284,0.00005651879,0.00005978428,0.0003680743,0.00009159271],"domain_scores_gemma":[0.9993926,0.0001266395,0.0001760252,0.00005377515,0.0002236583,0.00002722397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002498563,0.0001773833,0.03898746,0.0004767982,0.00003442024,0.0003883646,0.0003929549,0.4144793,0.1655968,0.007759189,0.002755584,0.3687019],"study_design_scores_gemma":[0.00009703636,0.001180671,0.09264157,0.000115939,0.0001086513,0.0005124859,0.001714277,0.5768245,0.2870527,0.00647766,0.03315257,0.0001219986],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5745853,0.000269931,0.3985186,0.0001284113,0.00003222021,0.001064565,0.0006683958,0.0006851864,0.02404737],"genre_scores_gemma":[0.8621734,0.000123779,0.1346598,0.00001393703,0.000003704151,0.0001690642,0.0002320861,0.00004168331,0.002582539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486879,"threshold_uncertainty_score":0.0295645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886125875518596,"score_gpt":0.1944336181732765,"score_spread":0.1755723594180905,"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."}}