{"id":"W4382653344","doi":"10.1139/cjce-2023-0088","title":"Ice processes in culverts with two fish passage designs: a case study in southern Quebec","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":"Université Laval","funders":"Université Laval","keywords":"Culvert; Baffle; Fish <Actinopterygii>; Environmental science; Hydrology (agriculture); Ice formation; Fishery; Geology; Geotechnical engineering; Engineering; Atmospheric sciences","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004099395,0.0004608694,0.0002809903,0.0008027828,0.002669678,0.001127838,0.001119437,0.001065769,0.001610466],"category_scores_gemma":[0.0009010741,0.0002028964,0.0003892133,0.00136148,0.0008302254,0.0003678851,0.0004707223,0.0005260811,0.0001545578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01884243,"about_ca_system_score_gemma":0.006925636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9657961,"about_ca_topic_score_gemma":0.986789,"domain_scores_codex":[0.9995771,0.00005759663,0.00001185698,0.00006884243,0.00008868471,0.0001959295],"domain_scores_gemma":[0.9994301,0.0001089582,0.00007202606,0.00002661213,0.0001964577,0.0001657648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004419195,0.001467273,0.8969858,0.0001695534,0.0001389871,0.02420867,0.009872075,0.02941184,0.007330024,0.00103155,0.002198939,0.02674348],"study_design_scores_gemma":[0.00007742948,0.0007576268,0.9126976,0.00007696787,0.00008134112,0.001315174,0.03536119,0.04239067,0.001495787,0.0001753588,0.005490361,0.00008053236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984258,0.00004549281,0.0001878076,0.00004111971,0.000001978126,0.0000601183,0.0002101367,0.000008877299,0.0010187],"genre_scores_gemma":[0.9967847,0.0001000532,0.0007849864,0.00003348845,0.000002216794,0.00002598141,0.0002771015,0.000006395292,0.001985133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03420395,"threshold_uncertainty_score":0.136712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353287773244017,"score_gpt":0.1951223027714046,"score_spread":0.1815894250389644,"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."}}