{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006875005,0.00006681402,0.00006530976,0.00000587152,0.00006918474,0.00001295301,0.00007829386,0.00005325388,0.05156558],"category_scores_gemma":[0.000001754967,0.00004646276,0.00002705937,0.00004424648,0.00007772518,0.0001578248,0.00004493193,0.00007144212,0.01016353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001584237,"about_ca_system_score_gemma":0.000005443991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003725214,"about_ca_topic_score_gemma":0.00004601725,"domain_scores_codex":[0.9993906,0.00001520098,0.00007787193,0.0001937732,0.0001177972,0.0002047824],"domain_scores_gemma":[0.9998118,0.000006544802,0.000006985449,0.0001258866,0.000003897959,0.00004491489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009199626,0.0004993951,0.5682527,0.00005716071,0.0001271402,0.0008274662,0.00339506,0.01268081,0.3469996,0.000520216,0.06410388,0.002444599],"study_design_scores_gemma":[0.0004613236,0.0000262909,0.2166647,0.000006237186,0.00003176658,0.00003512722,0.00001798455,0.00008731151,0.328343,0.002055036,0.4520266,0.0002446395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603019,0.00003843894,0.000605447,0.002037917,0.0001128027,0.00002923994,0.000002044096,0.00002519671,0.03684698],"genre_scores_gemma":[0.9779578,0.00001202942,0.00007254561,0.003860364,0.00002949017,0.000003504382,0.00002127559,0.000006682415,0.0180363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3879227,"threshold_uncertainty_score":0.9906071,"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."}}