{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003931102,0.00007137619,0.00008155332,0.000009975274,0.001363372,0.000152085,0.0002356206,0.00003136824,0.00006111245],"category_scores_gemma":[0.0004687211,0.0000503857,0.00001059461,0.00004150622,0.001682867,0.0006728985,0.0005567647,0.00006698787,0.000002376167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008264194,"about_ca_system_score_gemma":0.000003781278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003501294,"about_ca_topic_score_gemma":0.001175741,"domain_scores_codex":[0.9994681,0.00001070553,0.00007907912,0.0001575699,0.0001165673,0.0001679277],"domain_scores_gemma":[0.9995341,0.0001048027,0.00008909509,0.0002252041,0.000009963103,0.00003686287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000474696,0.00002931696,0.3843087,0.00002386791,0.00003675411,0.000008486617,0.0008883327,0.000002060418,0.0001128341,0.004268278,0.5990007,0.0112732],"study_design_scores_gemma":[0.00006582295,0.00002737748,0.5259227,0.000001804441,0.000007668026,0.000002886862,0.0003640104,0.00001197276,0.00002989237,0.0001463439,0.4733799,0.00003956348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6371543,0.0001197377,0.00001031219,0.09798148,0.0007232622,0.0002539729,0.00001473567,0.00003727918,0.2637049],"genre_scores_gemma":[0.9904877,0.002649296,0.0004819891,0.003079018,0.00009398318,0.0000229783,9.721015e-7,0.000007368999,0.003176693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3533334,"threshold_uncertainty_score":0.9999367,"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."}}