{"id":"W2362828937","doi":"","title":"Efficiency Evaluation of Stormwater BMPs in a Residential Quarter","year":2007,"lang":"en","type":"article","venue":"China Water & Wastewater","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stormwater; Surface runoff; Stormwater management; Drainage; Environmental science; Drainage system (geomorphology); Quarter (Canadian coin); Detention basin; Residential area; Landscaping; Environmental engineering; Civil engineering; Water resource management; Engineering; Geography; Ecology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003104314,0.0002414744,0.0002318288,0.000266765,0.0001015309,0.00003579398,0.0003883788,0.00009860797,0.004313214],"category_scores_gemma":[0.0000132791,0.0001656307,0.00009768034,0.0002432184,0.0002055158,0.0005232346,0.0003563894,0.0001617141,0.001265825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000413306,"about_ca_system_score_gemma":0.00000759079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111499,"about_ca_topic_score_gemma":0.001031695,"domain_scores_codex":[0.996923,0.000167137,0.0006329516,0.0004977984,0.00102571,0.0007533935],"domain_scores_gemma":[0.9992514,0.00001230625,0.00008375265,0.000534604,0.00002362065,0.00009434266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003978583,0.00126502,0.2970146,0.0000941711,0.00008647851,0.00008288209,0.05723875,0.01476245,0.6153359,0.00009388041,0.01041661,0.003211425],"study_design_scores_gemma":[0.002546254,0.0002011544,0.5960252,0.00004383426,0.0001275523,0.00001279755,0.000570429,0.002772721,0.3921676,0.001569231,0.003375307,0.000587997],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986545,0.00001436318,0.0005486126,0.0002442409,0.0003675916,0.0005880867,0.000002559734,0.0000407981,0.01164875],"genre_scores_gemma":[0.9978336,8.596432e-7,0.0002643947,0.00004044373,0.00006215728,0.00003176495,0.0000264039,0.00002620558,0.001714134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2990106,"threshold_uncertainty_score":0.9995118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313110043804385,"score_gpt":0.2434058436996196,"score_spread":0.2302747432615757,"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."}}