{"id":"W4385224611","doi":"10.1061/jhend8.hyeng-13206","title":"Implementation of a New Bank Erosion Model in Delft3D","year":2023,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; National Research Council Canada; University of Calgary; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bank erosion; Erosion; Bank; Hydrology (agriculture); Environmental science; Geotechnical engineering; Geology; Water resource management; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001584102,0.00009998746,0.0002050102,0.0003618694,0.000006103851,0.000006474356,0.0001047317,0.00004769837,0.00001576534],"category_scores_gemma":[0.000009831758,0.00009938361,0.00007106745,0.0003569934,0.000004848745,0.0001336209,0.000007332399,0.0001744498,0.000003465245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005610437,"about_ca_system_score_gemma":0.00003082518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002280038,"about_ca_topic_score_gemma":0.0000259772,"domain_scores_codex":[0.9991141,0.000002621555,0.0004874355,0.00004938558,0.0001713226,0.0001751438],"domain_scores_gemma":[0.9997463,0.00002233075,0.00005710787,0.00007483733,0.00002500259,0.00007443696],"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":[0.000003392934,0.000005032294,0.001495635,0.00006585896,0.00001867188,0.00002643822,0.0004458147,0.9709167,0.02472271,0.0001460865,0.0009010351,0.001252601],"study_design_scores_gemma":[0.0006646682,0.0000430603,0.0223266,0.00009968603,0.00002191859,0.00001431503,0.00007236603,0.9658205,0.01020194,0.0001787512,0.0004360931,0.0001201317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7597527,0.0003620466,0.2392793,0.00004016494,0.0002897378,0.00005681235,0.000004199444,0.00007887743,0.0001361667],"genre_scores_gemma":[0.9951267,0.0002842822,0.004447608,0.000006646746,0.00008342056,9.198271e-7,0.000003280016,0.00002640985,0.00002068291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.235374,"threshold_uncertainty_score":0.4052746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02576902354138967,"score_gpt":0.2390360206974058,"score_spread":0.2132669971560162,"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."}}