{"id":"W4382362906","doi":"10.1139/cjce-2023-0047","title":"A numerical model study on Grasse River ice-control structures","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breakup; Environmental science; Sediment control; Erosion; Hydrology (agriculture); Hydropower; Sediment; Pier; Geology; Geotechnical engineering; Geomorphology; Engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003129701,0.0005862592,0.000828022,0.0005622604,0.0009617208,0.001199104,0.0009404384,0.001764337,0.003744818],"category_scores_gemma":[0.001168038,0.000328039,0.0006867079,0.0007283374,0.0008454416,0.0005899902,0.0005263343,0.0006595338,0.00030058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083056,"about_ca_system_score_gemma":0.001205269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04531308,"about_ca_topic_score_gemma":0.02295458,"domain_scores_codex":[0.9998388,0.00004098277,0.000008061201,0.00002648339,0.00003291999,0.00005273696],"domain_scores_gemma":[0.9994258,0.0003048336,0.0000699329,0.00003015111,0.0001185656,0.0000507519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002228291,0.00003607864,0.001118272,0.00002282618,0.00000631195,0.00007005803,0.00002102356,0.9965047,0.0004547402,0.0007349403,0.00015244,0.0008563646],"study_design_scores_gemma":[0.00001235266,0.00002162359,0.0003508968,0.000003447761,0.000004131904,0.000007135409,0.00003157844,0.999106,0.0001296988,0.0001330594,0.0001955975,0.000004427367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914878,0.0004123894,0.03576807,0.0005573246,0.00009697525,0.0001813536,0.001156844,0.0002748952,0.04667415],"genre_scores_gemma":[0.9891032,0.0002077069,0.00685115,0.00004958916,0.00001232358,0.0001108646,0.0003911016,0.00002787029,0.003246056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9546869,"threshold_uncertainty_score":0.09009862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009360762297925979,"score_gpt":0.187845854035936,"score_spread":0.17848509173801,"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."}}