{"id":"W2300734896","doi":"10.14796/jwmm.r245-08","title":"Rainfall Derived Inflow and Infiltration Modeling Approaches","year":2012,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Inflow; Sanitary sewer; Infiltration (HVAC); Environmental science; Hydrology (agriculture); Geotechnical engineering; Geology; Environmental engineering; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000941712,0.0001705847,0.0001758932,0.0001655021,0.0001712664,0.00008663319,0.0002132504,0.00004470112,0.0001100481],"category_scores_gemma":[0.000005733134,0.0001267752,0.00007442887,0.00008924627,0.00003915582,0.001655784,0.0003821728,0.0001537627,0.00005482456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411859,"about_ca_system_score_gemma":0.000001712078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002401603,"about_ca_topic_score_gemma":0.000005155637,"domain_scores_codex":[0.9984494,0.00005054209,0.0005042516,0.000161855,0.0004089373,0.0004250408],"domain_scores_gemma":[0.9995447,0.000006146216,0.0001141069,0.0001782288,0.00001439439,0.0001424169],"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":[0.00002561544,0.00008812516,0.00567347,0.00003356572,0.000104295,0.000004863539,0.002697312,0.9864724,0.002180998,0.0002725524,0.0001849603,0.002261896],"study_design_scores_gemma":[0.0005205716,0.00003299238,0.0005529852,0.00002801814,0.0001575621,0.00001934817,0.0006711404,0.994873,0.0003566177,0.001529279,0.001038039,0.0002203918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6228023,0.00007869442,0.3720927,0.0002601598,0.0001317335,0.0001481546,2.522305e-7,0.00001800365,0.004468048],"genre_scores_gemma":[0.9772001,0.00006134503,0.02216618,0.0001456613,0.0001322644,0.000007610845,0.00000364679,0.00001955791,0.0002636307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3543978,"threshold_uncertainty_score":0.5169744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05378439422957579,"score_gpt":0.2112221208124765,"score_spread":0.1574377265829008,"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."}}