{"id":"W4210356852","doi":"10.14796/jwmm.c480","title":"Urban Flood Modeling of a Partially Separated and Combined Drainage System in the Grefsen Basin in Oslo, Norway","year":2022,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature; Norsk institutt for naturforskning; Norges Forskningsråd","keywords":"Surface runoff; Storm Water Management Model; Drainage basin; Environmental science; Calibration; Hydrology (agriculture); Flood myth; Drainage; HEC-HMS; Stormwater; Hydrological modelling; Statistics; Geology; Mathematics; Geography; Climatology; Geotechnical engineering","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":[0.002523505,0.0001461386,0.0003007766,0.000246307,0.0001950081,0.00002503338,0.000383875,0.00002614334,0.00004731817],"category_scores_gemma":[0.000004056045,0.00009646372,0.00006211879,0.0002296885,0.00004307211,0.0002325222,0.0006382103,0.0002571532,0.000005476171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375367,"about_ca_system_score_gemma":0.000002741318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547402,"about_ca_topic_score_gemma":0.00005198099,"domain_scores_codex":[0.9980623,0.0003029667,0.0006934124,0.0002046068,0.0004308496,0.0003058403],"domain_scores_gemma":[0.9996331,0.00001769573,0.0001430339,0.000167531,0.00001017506,0.00002846906],"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":[0.0001855863,0.000130475,0.00511444,0.00006428695,0.00006233801,0.0002035835,0.007770299,0.985856,0.0001350206,0.0002452953,0.0001172237,0.0001154506],"study_design_scores_gemma":[0.001427284,0.0001669079,0.0006361084,0.00005115146,0.00007636895,0.00001458695,0.006588927,0.989619,0.00002452441,0.001076057,0.0001987093,0.0001204044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888183,0.00005314431,0.006342094,0.001039309,0.0001013474,0.0003402058,0.000001044652,0.000006869946,0.003297654],"genre_scores_gemma":[0.9992937,0.00002329956,0.0003129889,0.0002198693,0.00001489961,0.00002566915,0.000002113411,0.00001029809,0.00009720189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047533,"threshold_uncertainty_score":0.3933676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290441409432867,"score_gpt":0.2069298139886442,"score_spread":0.1940253998943155,"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."}}