{"id":"W4389105419","doi":"10.2139/ssrn.4647386","title":"Evaluating the Effectiveness of the Current Nechako Water Management Program on Chinook Salmon Under Climate Change Scenarios","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia; Institut National de la Recherche Scientifique; Fisheries and Oceans Canada","funders":"","keywords":"Chinook wind; Current (fluid); Climate change; Environmental resource management; Environmental science; Fishery; Fish <Actinopterygii>; Oceanography; Ecology; Biology; Oncorhynchus; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002199546,0.0005316001,0.0005425256,0.0004315363,0.0004550677,0.0007575139,0.0007201508,0.0008838779,0.002387486],"category_scores_gemma":[0.004194599,0.0001871994,0.0005236659,0.0005027604,0.0003808554,0.0008690046,0.0004851234,0.0004584451,0.000171607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002553291,"about_ca_system_score_gemma":0.002378548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06205188,"about_ca_topic_score_gemma":0.08374077,"domain_scores_codex":[0.999404,0.0002543631,0.0000293779,0.00008231596,0.00006724348,0.000162754],"domain_scores_gemma":[0.9971741,0.001383025,0.0003219101,0.00009273673,0.0004919467,0.0005363291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01995208,0.006766646,0.2269814,0.0004050377,0.001130264,0.0005314072,0.0003081863,0.6635946,0.01455475,0.001933362,0.00171166,0.06213067],"study_design_scores_gemma":[0.001842676,0.03304024,0.3838493,0.00006123466,0.001298343,0.00005017354,0.001980507,0.5649396,0.0100884,0.001238123,0.001533823,0.00007752097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985549,0.00002425271,0.000188311,0.00007257181,0.000009972665,0.00004603795,0.0001594191,0.00001278988,0.0009316647],"genre_scores_gemma":[0.9991069,0.00002354823,0.0002879174,0.00001748977,0.000003193168,0.00002786449,0.000157133,0.000002302228,0.0003734942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9379481,"threshold_uncertainty_score":0.1233814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04037448222644119,"score_gpt":0.32747368090426,"score_spread":0.2870991986778188,"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."}}