{"id":"W3132389814","doi":"10.3390/w13040536","title":"Bridge Pier Scour under Ice Cover","year":2021,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Pier; Bridge scour; Geology; Cover (algebra); Geotechnical engineering; Hydrology (agriculture); Geomorphology; Engineering; Structural 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":[0.0001561051,0.0003027805,0.0002639435,0.0001764299,0.0002866895,0.000263654,0.0001869033,0.0003127759,0.001675624],"category_scores_gemma":[0.0006323906,0.0001151231,0.0002545444,0.0001304629,0.00040027,0.0002625588,0.0006449786,0.0004116222,0.0001562536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002419738,"about_ca_system_score_gemma":0.0002761795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003442703,"about_ca_topic_score_gemma":0.005044921,"domain_scores_codex":[0.9997572,0.00001831099,0.000007989742,0.00003886642,0.00009579543,0.00008179272],"domain_scores_gemma":[0.9997111,0.0000661119,0.00006166128,0.00003027395,0.0000631569,0.00006771043],"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":[0.0004503005,0.00006815584,0.008726474,0.00006367223,0.0000104908,0.0002179415,0.0001832272,0.00127349,0.9849568,0.0000387332,0.00006418471,0.003946658],"study_design_scores_gemma":[0.00005015177,0.007872191,0.2024718,0.00003034855,0.00006509542,0.0003109521,0.001126951,0.01026229,0.7759375,0.0001264781,0.001708924,0.00003730594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999221,0.00002984942,0.0002505079,0.000006275614,0.000004373937,0.000009208699,0.00003680116,0.000006950077,0.0004350315],"genre_scores_gemma":[0.9986872,0.00005372863,0.0003248661,0.00001493264,0.000004020704,0.000009719692,0.00009604242,0.000004719522,0.0008048254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003442703,"threshold_uncertainty_score":0.006845355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213164473142481,"score_gpt":0.2182036980424733,"score_spread":0.2060720533110485,"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."}}