{"id":"W4381192757","doi":"10.32920/23541969","title":"Dynamically priced stormwater discharge fees in urban drainage areas","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stormwater; Surface runoff; Urbanization; Low-impact development; Environmental science; Stormwater management; Incentive; Climate change; Business; Environmental planning; Environmental economics; Computer science; Environmental resource management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006444385,0.0002744908,0.0003410187,0.0004311925,0.000432099,0.001039216,0.0006571913,0.0005032471,0.001878039],"category_scores_gemma":[0.001651315,0.0001834908,0.00019968,0.0007148515,0.0005604295,0.0007905689,0.0006757633,0.0002381497,0.0001312091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003026371,"about_ca_system_score_gemma":0.00105808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05809545,"about_ca_topic_score_gemma":0.07659441,"domain_scores_codex":[0.999624,0.0001133122,0.00001241453,0.00005082716,0.00007619924,0.000123246],"domain_scores_gemma":[0.9993642,0.0002831117,0.00006329557,0.00005679366,0.0001157002,0.0001170253],"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":[0.0003228548,0.000161127,0.01442023,0.00004461724,0.00002172615,0.0003575423,0.00009488968,0.9615632,0.005612142,0.003403263,0.00151884,0.01247956],"study_design_scores_gemma":[0.00004439832,0.00007359516,0.008786923,0.000003934359,0.00001191109,0.00003351242,0.000266929,0.9854624,0.003069627,0.00136132,0.000869494,0.00001594494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908714,0.00002750563,0.005371352,0.0001168397,0.000008833567,0.00002615311,0.0002324586,0.000289484,0.003056014],"genre_scores_gemma":[0.9983501,0.000009254239,0.001101053,0.00000590381,7.011218e-7,0.000004366522,0.00006987403,0.00001703526,0.0004416822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05809545,"threshold_uncertainty_score":0.1155146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501557403448183,"score_gpt":0.2660316720968677,"score_spread":0.2410160980623859,"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."}}