{"id":"W4388941278","doi":"10.1007/s10584-023-03634-w","title":"Future flow and water temperature scenarios in an impounded drainage basin: implications for summer flow and temperature management downstream of the dam","year":2023,"lang":"en","type":"article","venue":"Climatic Change","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; Pacific Institute for Climate Solutions; University of Victoria; École de Technologie Supérieure; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Rio Tinto","keywords":"Environmental science; Climate change; Drainage basin; Coupled model intercomparison project; Habitat; Oncorhynchus; Hydrology (agriculture); Streamflow; Water column; Ecosystem; Climatology; Climate model; Oceanography; Ecology; Fish <Actinopterygii>; Fishery; Geography; Geology","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":[0.0007716409,0.0003203844,0.0003943821,0.0005265338,0.0008797915,0.001530223,0.000582564,0.001210638,0.003030744],"category_scores_gemma":[0.001650387,0.000357005,0.0006643878,0.0007543855,0.0005993675,0.001442393,0.000556962,0.0007030037,0.000181883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002995874,"about_ca_system_score_gemma":0.001639337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07080053,"about_ca_topic_score_gemma":0.1412635,"domain_scores_codex":[0.9997422,0.0001184591,0.00001353897,0.00003429083,0.0000243337,0.00006717329],"domain_scores_gemma":[0.9994887,0.0001644779,0.00006362776,0.00001832895,0.0001109668,0.0001538545],"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":[0.001693187,0.0005334974,0.2331664,0.0001037294,0.0001843188,0.001013399,0.000440947,0.7378034,0.004653897,0.007438208,0.004354944,0.008614039],"study_design_scores_gemma":[0.0001834523,0.0002236635,0.1643214,0.00002679014,0.000121827,0.00008568988,0.001769557,0.8267433,0.00115063,0.003632759,0.001671224,0.00006971056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961073,0.0000282706,0.0005674554,0.0006490982,0.00002038015,0.00001010688,0.001000096,0.00003106053,0.001586231],"genre_scores_gemma":[0.9988501,0.00003173701,0.0003063984,0.00002639007,0.000004931035,0.00001048174,0.0003147489,0.000006028002,0.0004491487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07080053,"threshold_uncertainty_score":0.1407769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263588993386697,"score_gpt":0.2526675897878948,"score_spread":0.2300316998540278,"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."}}