{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006416584,0.0004022591,0.000526662,0.0006292423,0.00003233735,0.0001737422,0.0007061925,0.0004427571,0.0001519313],"category_scores_gemma":[0.0001043734,0.0003664672,0.000140746,0.0003006776,0.00003494967,0.00007757492,0.0008655991,0.001195875,0.001424317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005929343,"about_ca_system_score_gemma":0.00005851474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007538833,"about_ca_topic_score_gemma":0.00125257,"domain_scores_codex":[0.9975267,0.0001003477,0.0005316233,0.0005706295,0.0005421491,0.0007285575],"domain_scores_gemma":[0.9987685,0.00013781,0.00003847273,0.0008592989,0.00004912234,0.0001468068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001715342,0.0006125488,0.4372057,0.02886283,0.002575712,0.002070347,0.01985828,0.2738251,0.0277286,0.009759752,0.1928637,0.004465919],"study_design_scores_gemma":[0.0009456512,0.00004675571,0.3748595,0.002225257,0.00003241374,0.00001385173,0.0003218279,0.5984665,0.001079088,0.002295111,0.0172602,0.00245387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258028,0.0002747796,0.008057595,0.0004510165,0.003670616,0.002168674,0.0001008514,0.004089954,0.05538374],"genre_scores_gemma":[0.9802955,0.00001971555,0.0003709013,0.000008906529,0.0002802363,0.0004243037,0.0001997825,0.0001998018,0.0182008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3246414,"threshold_uncertainty_score":0.9998787,"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."}}