{"id":"W4303712250","doi":"10.3390/jmse10101421","title":"Influence of Dynamic Woody Debris Jam on Single Bridge Pier Scour and Induced Hydraulic Head","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"National Research Council Canada","keywords":"Debris; Pier; Geology; Head (geology); Coarse woody debris; Debris flow; Large woody debris; Geotechnical engineering; Landslide; Environmental science; Hydrology (agriculture); Geomorphology; Riparian zone; Engineering; Ecology","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":[0.0007025946,0.00008204226,0.0001388365,0.0001372092,0.000144195,0.00001381704,0.0002113706,0.00001874307,0.00006924653],"category_scores_gemma":[0.00006816308,0.00007319664,0.00001799414,0.0004037388,0.0001637813,0.0003940482,0.000204643,0.0002222793,0.000001032574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007172708,"about_ca_system_score_gemma":0.00002944474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005972365,"about_ca_topic_score_gemma":0.000009946624,"domain_scores_codex":[0.9990253,0.000008236193,0.0002128332,0.0001416733,0.0004313895,0.0001806101],"domain_scores_gemma":[0.9996796,0.00003109216,0.00009744284,0.0000748258,0.00001833098,0.00009875821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007106423,0.000162324,0.1076792,0.0000410022,0.00001554482,0.00005677346,0.0007181741,0.358106,0.5055445,0.00002456054,0.00002065043,0.02756019],"study_design_scores_gemma":[0.0003542917,0.0007783218,0.9843497,0.0000266306,0.00001420706,0.0002016635,0.00003089439,0.008572819,0.00486635,0.00007956105,0.0006016755,0.0001238835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992716,0.00004034981,0.00003904736,0.0002470068,0.00005917394,0.00003850198,7.26705e-7,0.000005723478,0.0002978972],"genre_scores_gemma":[0.9995604,0.00003766743,0.0002308854,0.0001425848,0.000008775474,0.000001379144,1.922283e-7,0.000004575602,0.00001357926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8766705,"threshold_uncertainty_score":0.2984872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007539354451307507,"score_gpt":0.211435139108871,"score_spread":0.2038957846575635,"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."}}