{"id":"W4242345817","doi":"10.32920/ryerson.14643873.v1","title":"Evaluation of Etobicoke Exfiltration System Applications in the City of Barrie","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":"","keywords":"Storm Water Management Model; Environmental science; Stormwater; Low-impact development; Reduction (mathematics); Civil engineering; Surface runoff; Stormwater management; 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":[0.0006036772,0.0005019971,0.0003963563,0.0004796988,0.0007110697,0.000855685,0.0006773492,0.0006076947,0.001462036],"category_scores_gemma":[0.0008463895,0.0002243954,0.0003626253,0.0007005188,0.0005096564,0.0003816183,0.0005469449,0.0003120352,0.000241687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002470384,"about_ca_system_score_gemma":0.001760505,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08394427,"about_ca_topic_score_gemma":0.1512427,"domain_scores_codex":[0.9994561,0.0001175154,0.0000270741,0.00007802172,0.0001922697,0.0001290541],"domain_scores_gemma":[0.9996088,0.00008301315,0.0000303504,0.00004053168,0.0001780067,0.00005920892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.004003754,0.003974678,0.1039494,0.00101731,0.0001725065,0.003755068,0.002811781,0.5145696,0.2639296,0.001921625,0.002996022,0.09689872],"study_design_scores_gemma":[0.0006892061,0.01269509,0.195932,0.000107744,0.0002997479,0.0004625606,0.01020583,0.521162,0.2397144,0.0006793873,0.01781404,0.0002379544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965546,0.0000169471,0.0009166779,0.00003018749,0.000004104568,0.0001099167,0.0001849282,0.00009237071,0.002090092],"genre_scores_gemma":[0.9954171,0.0000603142,0.002524412,0.000009649406,8.108094e-7,0.00005840085,0.0002007264,0.00001054483,0.001717984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9160557,"threshold_uncertainty_score":0.1669113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579491953413634,"score_gpt":0.2786837916643913,"score_spread":0.222888872130255,"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."}}