{"id":"W4386085530","doi":"10.1139/cjce-2023-0087","title":"Field monitoring of river ice processes in the vicinity of ice control structures in the province of Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"","keywords":"Froude number; Ice formation; Environmental science; Pier; Hydrology (agriculture); Geology; Atmospheric sciences; Engineering; Breakup; Geotechnical engineering; Civil engineering; Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0002673033,0.0002582057,0.0002234586,0.00100325,0.001461075,0.0006927556,0.0006616306,0.0002506698,0.001190284],"category_scores_gemma":[0.0005576122,0.000128903,0.0001393065,0.001721097,0.0004359872,0.0002256114,0.0002589643,0.000287733,0.000167669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01262194,"about_ca_system_score_gemma":0.009997969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9908958,"about_ca_topic_score_gemma":0.9976048,"domain_scores_codex":[0.9997292,0.00001811882,0.000006971407,0.00006455253,0.0001006788,0.00008045246],"domain_scores_gemma":[0.9991603,0.0000468472,0.00008242179,0.0000153159,0.0005879882,0.0001071464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000229901,0.0001376695,0.9452773,0.0001110746,0.00008053132,0.0003473311,0.001905755,0.002973373,0.01367378,0.0002357305,0.00336042,0.03166723],"study_design_scores_gemma":[0.000007303739,0.00003207035,0.9937763,0.00001647358,0.00001070436,0.0000235374,0.001179795,0.002195541,0.0005421704,0.0000104266,0.002194033,0.00001162092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925634,0.0002302162,0.0004799454,0.00006839479,0.000005436596,0.00006357471,0.002777923,0.00003276259,0.003778236],"genre_scores_gemma":[0.9953637,0.0001261107,0.000862769,0.00002931517,0.00000198267,0.00002570435,0.001273441,0.000004051275,0.002312819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262194,"threshold_uncertainty_score":0.09157902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005365503244204493,"score_gpt":0.17283963500004,"score_spread":0.1674741317558355,"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."}}