{"id":"W4225327714","doi":"10.1007/s10669-022-09858-y","title":"An assessment tool for estimating effects of entrainment at hydropower facilities on adfluvial fish populations","year":2022,"lang":"en","type":"article","venue":"Environment Systems & Decisions","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Hydro (Canada); University of Northern British Columbia; University of Waterloo; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Trout; Entrainment (biomusicology); Population; Hydropower; Environmental science; Population dynamics of fisheries; Fecundity; Population model; Ecology; Habitat; Vital rates; Oncorhynchus; Population growth; Biology; Fishery; Fish <Actinopterygii>; Demography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000600938,0.0002202079,0.0003167657,0.00006834403,0.001321522,0.00001770205,0.0003158214,0.00004665535,0.003076827],"category_scores_gemma":[0.00008913607,0.0002184031,0.00011907,0.00007599667,0.0001502915,0.00013682,0.0006685559,0.0001242091,0.0001040767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000948269,"about_ca_system_score_gemma":0.000005413552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004467816,"about_ca_topic_score_gemma":0.00003636885,"domain_scores_codex":[0.9976659,0.0002234179,0.0005328552,0.0005421407,0.0006736699,0.0003619582],"domain_scores_gemma":[0.9985619,0.0005501086,0.0002458981,0.0005577977,0.000002383702,0.00008187189],"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":[0.0001074862,0.002010259,0.08297854,0.00008167954,0.0001779989,0.00002073682,0.002190375,0.7789661,0.001982036,0.005974247,0.1236924,0.001818053],"study_design_scores_gemma":[0.003746206,0.004537332,0.6356804,0.00009796074,0.000274464,0.00001341174,0.003210827,0.1058656,0.0003471025,0.004851732,0.2401525,0.001222529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875004,0.0000267381,0.1013876,0.0006191335,0.001978351,0.003464228,0.000436738,0.00007148461,0.004515353],"genre_scores_gemma":[0.9809674,0.000008688195,0.01310178,0.0002894264,0.00004267344,0.001904561,0.0001118449,0.00002323239,0.003550376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6731006,"threshold_uncertainty_score":0.9999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646770797511713,"score_gpt":0.2812425625746595,"score_spread":0.2647748545995424,"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."}}