{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513026,0.0001483014,0.0002145479,0.0003290978,0.0001803366,0.0003036747,0.000143203,0.0002357309,0.0007077445],"category_scores_gemma":[0.0002705214,0.0001127457,0.0002277589,0.0001620895,0.0002691189,0.0002281797,0.000263354,0.0002569177,0.00009643776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001659916,"about_ca_system_score_gemma":0.0001438815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405411,"about_ca_topic_score_gemma":0.00166536,"domain_scores_codex":[0.999925,0.000005830104,0.000002921321,0.00001851941,0.00001634192,0.00003131134],"domain_scores_gemma":[0.9998574,0.00002438232,0.00004419424,0.00001129433,0.00002195626,0.00004068678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0011223,0.0002279217,0.1945401,0.00007952174,0.00005187776,0.001484497,0.0004956505,0.008482315,0.7820568,0.0001330338,0.0001481215,0.01117793],"study_design_scores_gemma":[0.00001899329,0.0008617999,0.9397731,0.00000653463,0.00002726359,0.0002420951,0.0006034233,0.01469124,0.04345292,0.00004886472,0.0002509232,0.00002283509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997758,0.00001024959,0.00008742205,0.000002262121,9.977458e-7,0.000002040347,0.00001348543,0.000003750923,0.0001039344],"genre_scores_gemma":[0.9998009,0.00001097122,0.00005288559,0.000002757872,7.880366e-7,0.00000146284,0.00003757385,9.791946e-7,0.00009164735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001405411,"threshold_uncertainty_score":0.002794504,"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."}}