{"id":"W4376645736","doi":"10.3389/frwa.2023.1205502","title":"Editorial: Risk analysis of hydrological extremes — spatio-temporal dynamics, interdependence, and uncertainty","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Dynamics (music); Uncertainty analysis; Computer science; Environmental science; Econometrics; Environmental resource management; Mathematics; Sociology; Simulation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001068135,0.0003339667,0.0007989342,0.0004806271,0.00006755326,0.00005406529,0.0005035616,0.0006217029,0.0003625731],"category_scores_gemma":[0.0001548435,0.0002370561,0.000194069,0.0004960901,0.0003163678,0.0001509642,0.0008498047,0.0006070181,0.00003199977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004270866,"about_ca_system_score_gemma":0.00001295857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01195524,"about_ca_topic_score_gemma":0.02800227,"domain_scores_codex":[0.9970843,0.0001896683,0.000556204,0.0007433962,0.0009790109,0.0004473861],"domain_scores_gemma":[0.9991292,0.0001399386,0.0002360682,0.0003932767,0.00002078247,0.00008074413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006499565,0.00003742253,0.1905418,0.00001842361,0.0004302657,0.000008323843,0.0002329108,0.005139499,8.824525e-7,0.000001222644,0.8027782,0.0007460903],"study_design_scores_gemma":[0.0004884872,0.000122,0.003691917,0.00002310273,0.001073138,2.125773e-8,0.000230267,0.06122091,0.000003212815,0.001012602,0.9317496,0.0003847691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01456169,0.00003389516,0.001221641,0.00004738655,0.9833528,0.0002643377,0.0001839025,0.0000499599,0.0002844332],"genre_scores_gemma":[0.0367144,0.001744006,0.003207026,0.00001211367,0.9479234,0.0001110957,0.005135805,0.00008477048,0.005067386],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1868499,"threshold_uncertainty_score":0.9946243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004255818721882907,"score_gpt":0.2243721470444486,"score_spread":0.2201163283225657,"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."}}