{"id":"W4391913593","doi":"10.1016/j.ecoleng.2024.107206","title":"Comprehensive study of the hydrodynamic effects of weirs installed in the bypass of bar rack systems to better guide downstream migrating fish","year":2024,"lang":"en","type":"article","venue":"Ecological Engineering","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of Manitoba","funders":"Fisheries and Oceans Canada","keywords":"Rack; Downstream (manufacturing); Fish <Actinopterygii>; Bar (unit); Environmental science; Marine engineering; Dam break; Engineering; Fishery; Meteorology; Geography; Mechanical engineering; Operations management; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002002972,0.0001068434,0.0002401544,0.00003734018,0.00003669604,0.00000647617,0.00028091,0.00004412589,0.00003212868],"category_scores_gemma":[0.000148477,0.0000602494,0.00004845708,0.0002912784,0.00005986785,0.00004082531,0.0003522826,0.0001326664,0.000007489624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005346828,"about_ca_system_score_gemma":0.000002006309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001119127,"about_ca_topic_score_gemma":0.000589458,"domain_scores_codex":[0.99913,0.00008580348,0.0002990539,0.0001712884,0.0001571253,0.0001568004],"domain_scores_gemma":[0.9991777,0.0005835714,0.00005059394,0.0001691194,0.000005237431,0.00001380067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001069333,0.0005361608,0.1181372,0.0006199983,0.0001874652,0.00005228961,0.004041325,0.8630988,0.006688447,0.0001251516,0.006284135,0.0002183844],"study_design_scores_gemma":[0.0002482058,0.0003190953,0.9707729,0.00007869758,0.00002918446,0.000001022841,0.001116291,0.0266427,0.0001447875,0.000006230031,0.0005677333,0.00007313361],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973937,0.00002430423,0.00004377918,0.0003041886,0.0002316633,0.000897122,0.000002332583,0.00001595149,0.001086972],"genre_scores_gemma":[0.999635,0.000005065221,0.00006060426,0.0001329493,0.000008836871,0.0001038196,4.91757e-7,0.000004880668,0.0000482834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8526357,"threshold_uncertainty_score":0.2456899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004193346884565355,"score_gpt":0.1965833959201992,"score_spread":0.1923900490356338,"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."}}