{"id":"W2298861663","doi":"10.14796/jwmm.r207-01","title":"The Role of Pollution Prevention in Stormwater Management","year":2001,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stormwater management; Environmental planning; Pollution prevention; Stormwater; Pollution; Environmental science; Business; Surface runoff; Engineering; Waste management; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001021461,0.00008718891,0.0001259864,0.00009293992,0.0001221704,0.00002580926,0.000240198,0.00002199239,0.00004622315],"category_scores_gemma":[0.000001219306,0.00004602664,0.00008514755,0.00009043137,0.00004513195,0.0002046917,0.0002782645,0.00008643558,0.00002117935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099751,"about_ca_system_score_gemma":6.305508e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004617575,"about_ca_topic_score_gemma":0.00004001831,"domain_scores_codex":[0.9987088,0.00007282137,0.0005112822,0.0001022228,0.0003780013,0.0002268534],"domain_scores_gemma":[0.9997077,0.000004393803,0.0001266154,0.000125773,0.00001033827,0.00002517905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003233364,0.0003109137,0.01083668,0.00006458745,0.0002649997,0.00006198193,0.005154483,0.9092308,0.002228211,0.0005495956,0.0001709986,0.07080344],"study_design_scores_gemma":[0.008166309,0.00105794,0.04046323,0.001250393,0.0008303543,0.0001223235,0.05149995,0.3318487,0.01944383,0.2667272,0.2772391,0.001350691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798111,0.0002027961,0.006593517,0.0007220247,0.00010739,0.0001706202,1.537547e-7,0.000004775184,0.0123876],"genre_scores_gemma":[0.9966391,0.0007105484,0.0007479171,0.00003143892,0.00003065025,0.000003950038,5.008127e-7,0.000006019963,0.001829861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5773821,"threshold_uncertainty_score":0.1876912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800922450743341,"score_gpt":0.2290423683575522,"score_spread":0.2010331438501187,"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."}}