{"id":"W4321490139","doi":"10.5194/egusphere-egu23-3938","title":"Flood inundation mapping along a downstream river segment","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Flash flood; Flood myth; Storm; Hydrology (agriculture); Hydrograph; Structural basin; Environmental science; Precipitation; Drainage basin; Water level; Meteorology; Geology; Geography; Geomorphology; Geotechnical engineering; Cartography","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":[0.00009015969,0.0002912948,0.0001618809,0.001356129,0.0003226099,0.0005017694,0.0002090162,0.0002883696,0.002756322],"category_scores_gemma":[0.0002265151,0.0001151449,0.0002124652,0.001437925,0.0001396349,0.0002082418,0.0003078787,0.0001394096,0.0004307026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678294,"about_ca_system_score_gemma":0.00036921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01559812,"about_ca_topic_score_gemma":0.02743789,"domain_scores_codex":[0.9999167,0.000007576002,0.000005980482,0.00003080586,0.00001794027,0.00002095016],"domain_scores_gemma":[0.9999243,0.00001104794,0.00001364015,0.000006950208,0.0000313307,0.00001277147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005539462,0.0004788655,0.6486565,0.0003141582,0.00009409935,0.002327779,0.003168483,0.1227842,0.07467403,0.002689582,0.009922465,0.1343359],"study_design_scores_gemma":[0.00002630273,0.0001174022,0.7796702,0.0000380425,0.00005549163,0.0002527883,0.00228425,0.1976685,0.009308484,0.0004762909,0.01003941,0.00006271939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898736,0.00004016892,0.002182989,0.00003395209,0.000007717832,0.00002752087,0.002420837,0.0003146816,0.005098517],"genre_scores_gemma":[0.9932488,0.00005367467,0.002579318,0.000004586786,0.000003238256,0.00002301199,0.001905803,0.00001857122,0.002162984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01559812,"threshold_uncertainty_score":0.03101468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276883435449172,"score_gpt":0.2523733003518014,"score_spread":0.2246849568068842,"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."}}