{"id":"W3206575243","doi":"10.1061/jswbay.0000968","title":"Analytical Derivation of Urban Runoff-Volume Frequency Models","year":2021,"lang":"en","type":"article","venue":"Journal of Sustainable Water in the Built Environment","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Surface runoff; Saturation (graph theory); Environmental science; Hydrology (agriculture); Return period; Infiltration (HVAC); Stormwater; Runoff model; Probabilistic logic; Runoff curve number; Drainage basin; Stormwater management; Soil science; Mathematics; Statistics; Geography; Geotechnical engineering; Geology; Flood myth; Meteorology; Ecology","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":[0.0006314429,0.0006483875,0.0005523676,0.0009008117,0.0002949012,0.0007150413,0.001304159,0.0006858837,0.002913846],"category_scores_gemma":[0.002947111,0.0004365062,0.0007842041,0.001073347,0.0003562771,0.0008947712,0.0007069141,0.0008192207,0.0007692453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008970764,"about_ca_system_score_gemma":0.0008312427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008720572,"about_ca_topic_score_gemma":0.005139597,"domain_scores_codex":[0.9996202,0.00008431495,0.00001990111,0.00005258111,0.0001723587,0.00005067635],"domain_scores_gemma":[0.9992821,0.0003498016,0.00008351749,0.00005756766,0.0002108595,0.00001620037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003125349,0.000008937029,0.0002419474,0.00002821704,0.000005308393,0.00004809934,0.00003698944,0.9621546,0.0006679185,0.03025171,0.0003699287,0.006183183],"study_design_scores_gemma":[8.353813e-7,0.000002311232,0.00006062547,0.000004166896,0.000001688307,0.00001514736,0.000004847464,0.9927262,0.0001561753,0.006145335,0.0008800518,0.00000258119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007073408,0.0002078932,0.9837366,0.00007971236,0.00002217483,0.00003796633,0.0002304144,0.0002087517,0.008403081],"genre_scores_gemma":[0.7837083,0.001883223,0.1887226,0.0001903905,0.0001439899,0.0005793747,0.001000696,0.0005224674,0.02324898],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008720572,"threshold_uncertainty_score":0.01733965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537010913142072,"score_gpt":0.2097711680280022,"score_spread":0.1944010588965815,"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."}}