{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008423531,0.0003510489,0.0003093409,0.00017997,0.0001895841,0.00005634696,0.0004686964,0.0001815506,0.02638464],"category_scores_gemma":[0.000004133124,0.0003679587,0.0002225206,0.0004765908,0.00009673334,0.000501032,0.0001879972,0.0001427631,0.0002866377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362292,"about_ca_system_score_gemma":0.00001342756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001673547,"about_ca_topic_score_gemma":0.0009671842,"domain_scores_codex":[0.998279,0.00006294061,0.0003310705,0.0006271296,0.0003689282,0.0003309496],"domain_scores_gemma":[0.9992137,0.00001648307,0.000344747,0.0002977123,0.0000298853,0.00009747833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003086024,0.001541936,0.0218119,0.007312933,0.002800462,0.0001166724,0.02971818,0.003379526,0.2686731,0.008309494,0.1503796,0.5028702],"study_design_scores_gemma":[0.0007683461,0.0001413101,0.00258858,0.0001236333,0.0005816743,3.006791e-7,0.002215862,0.0001727027,0.01057484,0.00007214334,0.9822563,0.0005043463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05495436,0.00007576424,0.008658535,0.0001501811,0.0009028154,0.003393534,0.0001259388,0.0002227528,0.9315161],"genre_scores_gemma":[0.09232627,0.00004207479,0.006777434,0.00003930915,0.00005753954,0.0000218207,0.001068145,0.00005857927,0.8996089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8318766,"threshold_uncertainty_score":0.9998772,"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."}}