{"id":"W2888235474","doi":"10.1029/2017wr022059","title":"Beyond Regime: A Stochastic Model of Floods, Bank Erosion, and Channel Migration","year":2018,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BGC Engineering (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Channel (broadcasting); Bank erosion; STREAMS; Stochastic modelling; Hydrology (agriculture); Erosion; Flood myth; Flow (mathematics); Environmental science; Geology; Geography; Mathematics; Statistics; Geomorphology; Geometry; Computer science; Geotechnical engineering","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":[0.0004193582,0.0001882666,0.0002609106,0.000226632,0.0003279677,0.0006666969,0.0005864498,0.0005275204,0.001103658],"category_scores_gemma":[0.001619727,0.0001900203,0.0003978327,0.0002920083,0.0006634621,0.0008608908,0.0004803289,0.0005612572,0.00008760636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006743158,"about_ca_system_score_gemma":0.0008048061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01167473,"about_ca_topic_score_gemma":0.006493672,"domain_scores_codex":[0.999874,0.00006119501,0.000004775934,0.00002057171,0.00001559565,0.00002378692],"domain_scores_gemma":[0.9994127,0.0003031872,0.0001132424,0.00003385726,0.00005048862,0.00008654326],"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":[0.00002172885,0.00001763596,0.003381697,0.000003909823,0.00001370984,0.00004302567,0.00003086314,0.9756529,0.0004115585,0.01893756,0.0002931225,0.001192169],"study_design_scores_gemma":[0.000005680979,0.000007441961,0.0003926578,8.648041e-7,0.000002336187,0.000007549617,0.000005893784,0.9938367,0.0000247025,0.005552495,0.0001610897,0.000002539063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8162075,0.0002184515,0.1742661,0.001367476,0.00006224888,0.0000224719,0.000314796,0.0001540353,0.007387047],"genre_scores_gemma":[0.995784,0.00008578137,0.00254065,0.00003512586,0.00001971933,0.00001751999,0.00004194124,0.00001460014,0.001460739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01167473,"threshold_uncertainty_score":0.02321357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141836455612117,"score_gpt":0.2789476572764472,"score_spread":0.247529292720326,"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."}}