{"id":"W4281620282","doi":"10.3390/w14111766","title":"Channel Bed Deformation and Ice Jam Evolution around Bridge Piers","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Pier; Flume; Froude number; Geology; Geotechnical engineering; Flow (mathematics); Channel (broadcasting); Mechanics; Engineering; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002083176,0.00005867796,0.00005640966,0.00003882865,0.0004035125,0.00002804988,0.00006106047,0.0000177296,0.000616727],"category_scores_gemma":[0.000003709798,0.00004250235,0.00001745117,0.00004735814,0.00003638558,0.0002450418,0.00002291548,0.00009463582,0.00009902526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001262204,"about_ca_system_score_gemma":0.00001004741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001565314,"about_ca_topic_score_gemma":0.0001247756,"domain_scores_codex":[0.9994407,0.00003783536,0.0000891073,0.0001057705,0.0001411903,0.0001854448],"domain_scores_gemma":[0.9998474,0.00001418808,0.00002179288,0.00006249334,0.000009561523,0.00004453232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004109287,0.00008515747,0.8882324,0.0001454763,0.0001028587,0.00004906546,0.02813678,0.03865846,0.0002929835,0.0007462159,0.003110986,0.04002867],"study_design_scores_gemma":[0.0005944195,0.0002517558,0.6756021,0.000005951339,0.00003471676,0.0002090409,0.00414107,0.29818,0.00005488061,0.007767046,0.01283581,0.0003231907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968163,0.00003365575,0.0009654697,0.0006103534,0.0002791084,0.00007945855,0.00003742713,0.00002293567,0.001155317],"genre_scores_gemma":[0.9988434,0.000008994434,0.00006497469,0.0003681703,0.00005869662,0.000001556355,0.000320355,0.000001852396,0.0003319759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2595215,"threshold_uncertainty_score":0.6752729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009195487266132814,"score_gpt":0.1806716560775482,"score_spread":0.1714761688114154,"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."}}