{"id":"W4212866261","doi":"10.1061/(asce)he.1943-5584.0002169","title":"Analytical Equations for Direct Quantification of Green Roofs’ Hydrologic Performance Statistics","year":2022,"lang":"en","type":"article","venue":"Journal of Hydrologic Engineering","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Surface runoff; Green roof; Infiltration (HVAC); Environmental science; Saturation (graph theory); Runoff curve number; Applied mathematics; Statistics; Hydrology (agriculture); Mathematics; Roof; Geotechnical engineering; Meteorology; Geology; Civil engineering; Engineering; Physics","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":[0.001168181,0.000961894,0.0006877348,0.00138682,0.000359035,0.001004703,0.0009400773,0.0008084888,0.004312437],"category_scores_gemma":[0.004874161,0.0004021167,0.0007685561,0.001030736,0.0006060174,0.001679603,0.0007036455,0.001187833,0.001238046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141896,"about_ca_system_score_gemma":0.001416458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005725787,"about_ca_topic_score_gemma":0.006023973,"domain_scores_codex":[0.9993581,0.0001188314,0.00006331989,0.00008809366,0.0003008374,0.00007071609],"domain_scores_gemma":[0.9983636,0.0006305859,0.0001961767,0.0001330333,0.0006548317,0.00002193239],"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":[0.00002476271,0.00009459974,0.001945291,0.0003966032,0.00002892344,0.0001486806,0.0002813984,0.7014728,0.02124226,0.1923651,0.008287473,0.07371214],"study_design_scores_gemma":[0.000007250247,0.00001687842,0.0005385913,0.00004424249,0.0000121478,0.00007701911,0.00004524155,0.9672762,0.003625648,0.01986262,0.008470988,0.00002322348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007717084,0.0006130714,0.9822745,0.0001869056,0.00008720072,0.0001109523,0.0006630507,0.0003406751,0.00800658],"genre_scores_gemma":[0.4480726,0.006060589,0.5197649,0.0005333407,0.0002752504,0.001136783,0.00180656,0.0004751259,0.02187493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005725787,"threshold_uncertainty_score":0.01442653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987639948250829,"score_gpt":0.2248020268060785,"score_spread":0.2049256273235702,"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."}}