{"id":"W3177815949","doi":"10.3389/frwa.2021.671059","title":"Toward More Resilient Urban Stormwater Management Systems—Bridging the Gap From Theory to Implementation","year":2021,"lang":"en","type":"article","venue":"Frontiers in Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Kerr Wood Leidal Associates (Canada); University of Alberta","funders":"","keywords":"Drainage; Drainage system (geomorphology); Resilience (materials science); Urbanization; Context (archaeology); Environmental planning; Stormwater; Bridging (networking); Climate change; Environmental resource management; Risk analysis (engineering); Business; Environmental science; Computer science; Geography; Surface runoff; Economics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005016328,0.0001778469,0.0001638794,0.00006937484,0.0001315802,0.0001228805,0.0003243753,0.00003318134,0.0009445523],"category_scores_gemma":[0.000002131313,0.0001100778,0.00005487923,0.0001543253,0.00005156647,0.0001821455,0.0006477108,0.00009956847,0.0003817462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003941691,"about_ca_system_score_gemma":0.000003644849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007264449,"about_ca_topic_score_gemma":0.0001578499,"domain_scores_codex":[0.998179,0.0001851339,0.0002850442,0.0004680583,0.0004302281,0.0004525502],"domain_scores_gemma":[0.999432,0.000009436646,0.00003469367,0.0004465843,0.00000687137,0.00007047522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001009771,0.0001105431,0.2760282,0.00004995374,0.0002291857,0.0002335584,0.01719735,0.01192151,0.001999541,0.0008417952,0.6673793,0.02390809],"study_design_scores_gemma":[0.001670784,0.00006836629,0.2248361,0.00008695772,0.0001977715,0.000003062773,0.05417527,0.002304986,0.01495614,0.003710487,0.6972135,0.0007765341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8846654,0.0003480012,0.09258905,0.005858062,0.003645106,0.001644928,0.00001834788,0.00008000019,0.01115111],"genre_scores_gemma":[0.9727067,0.00006489787,0.01370247,0.001492278,0.0001429816,0.0002626162,0.000116897,0.00003310183,0.01147808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08804129,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009865412369007285,"score_gpt":0.2394625155437064,"score_spread":0.2295971031746991,"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."}}