{"id":"W4392616398","doi":"10.5194/egusphere-egu24-10175","title":"Defrosting river banks: morphodynamics and sediment flux","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Beach morphodynamics; Flux (metallurgy); Sediment; Defrosting; Sediment transport; Hydrology (agriculture); Environmental science; Geology; Geomorphology; Geotechnical engineering; Chemistry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008651763,0.0000820873,0.0001179236,0.0002601415,0.0002270289,0.0003512184,0.0001207943,0.0001654321,0.0009699017],"category_scores_gemma":[0.00021778,0.0001373045,0.00009130182,0.0002570518,0.0002599497,0.0001979867,0.0001866453,0.0001281783,0.0001026338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887603,"about_ca_system_score_gemma":0.000131975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008374706,"about_ca_topic_score_gemma":0.0123032,"domain_scores_codex":[0.9999686,0.00000642129,0.000001972094,0.00001114326,0.000005141021,0.000006671846],"domain_scores_gemma":[0.9998903,0.00002635449,0.00004014037,0.000008336419,0.00001748276,0.00001732964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003863173,0.0002460456,0.7961596,0.00006179657,0.000061894,0.0003390813,0.0005163162,0.02017947,0.1500199,0.0007297366,0.0009305317,0.03036938],"study_design_scores_gemma":[0.000007791958,0.00006793289,0.9832245,0.000002974119,0.000007041502,0.00005021004,0.0001356707,0.01493318,0.001191842,0.00009388991,0.0002783716,0.000006535818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992143,0.00002133661,0.0001989624,0.00001271694,6.893521e-7,0.000002916898,0.00009939744,0.00001075965,0.0004387811],"genre_scores_gemma":[0.9994096,0.00002820335,0.0002108375,0.000006447157,0.000001001511,0.000004585263,0.00008466013,0.000004245029,0.0002505968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008374706,"threshold_uncertainty_score":0.01665187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008574738071337322,"score_gpt":0.220170777683981,"score_spread":0.2115960396126437,"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."}}