{"id":"W2768631736","doi":"10.1111/faf.12258","title":"The future of fish passage science, engineering, and practice","year":2017,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":569,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; InStream Fisheries Research (Canada); Simon Fraser University; Carleton University","funders":"Norges Forskningsråd; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Fish <Actinopterygii>; Fishery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02041786,0.0008523762,0.001230458,0.002810081,0.001596615,0.008304873,0.002934805,0.005762716,0.01160798],"category_scores_gemma":[0.02729107,0.0003833528,0.001206725,0.002825146,0.01491999,0.01005968,0.004386808,0.005967232,0.002128896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005646429,"about_ca_system_score_gemma":0.01715357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005868451,"about_ca_topic_score_gemma":0.003741131,"domain_scores_codex":[0.9905558,0.004343251,0.0006875635,0.001420169,0.002413274,0.0005798845],"domain_scores_gemma":[0.9593744,0.02564802,0.002328516,0.00293976,0.006819533,0.002889699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009997832,0.0001874778,0.002617821,0.009400854,0.00008844159,0.0003541419,0.005543098,0.002377551,0.001023895,0.2103144,0.08883151,0.6791609],"study_design_scores_gemma":[0.00002027543,0.000147884,0.001756891,0.01064908,0.00003325561,0.0004130394,0.00429387,0.0009814659,0.0003968541,0.2404839,0.7407481,0.00007540479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004693427,0.7124039,0.02530784,0.2101138,0.007116046,0.00006121026,0.0001432099,0.000282151,0.0398784],"genre_scores_gemma":[0.1862845,0.7027632,0.05676933,0.03524582,0.008806322,0.0002691919,0.0002212964,0.0001873688,0.009453032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02041786,"threshold_uncertainty_score":0.1079812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00624587515339624,"score_gpt":0.2072537942547138,"score_spread":0.2010079191013176,"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."}}