{"id":"W3189444791","doi":"10.3390/w13162202","title":"Exploring the Potential of Zoning Regulation for Reducing Ice-Jam Flood Risk Using a Stochastic Modelling Framework","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Zoning; Flood myth; Flooding (psychology); Environmental science; Damages; Flood mitigation; Floodplain; Impervious surface; Risk assessment; Environmental resource management; Risk analysis (engineering); Environmental planning; Hydrology (agriculture); Geography; Civil engineering; Computer science; Business; Geology; Engineering; Ecology; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001558221,0.0009853396,0.0007140798,0.0009222008,0.0005288881,0.00129324,0.001014658,0.001020141,0.001253849],"category_scores_gemma":[0.002583673,0.0004940383,0.001452255,0.0006508305,0.0006863526,0.0007575813,0.0009387177,0.0007986131,0.00006323975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818192,"about_ca_system_score_gemma":0.001980041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05695938,"about_ca_topic_score_gemma":0.02493496,"domain_scores_codex":[0.9995099,0.0002600091,0.00001726309,0.0000496725,0.00006487381,0.00009831818],"domain_scores_gemma":[0.9984394,0.001081172,0.000197195,0.00003831986,0.0001768253,0.00006703944],"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":[0.000004664887,0.000004907758,0.0001798406,0.000003237989,0.000005110649,0.000007120875,0.000003527571,0.998624,0.0001173213,0.000878341,0.00001299136,0.0001590046],"study_design_scores_gemma":[0.000003137515,0.00001161716,0.0001267422,0.000001312411,0.000005627592,0.000001676427,0.000006046047,0.9994183,0.00005029283,0.0003218386,0.00005023732,0.000003216358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197772,0.0003723307,0.2626639,0.0007267072,0.00004632535,0.0001779141,0.0005619769,0.0002966791,0.01537691],"genre_scores_gemma":[0.9869353,0.0001642339,0.01150455,0.0000307994,0.00001003867,0.00006270769,0.0001038473,0.00002324271,0.001165407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05695938,"threshold_uncertainty_score":0.1132557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04902730183943411,"score_gpt":0.2213471920017784,"score_spread":0.1723198901623443,"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."}}