{"id":"W4281664154","doi":"10.3390/su14116487","title":"Ensemble Climate and Streamflow Projections for the Assiniboine River Basin, Canada","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Mitacs","keywords":"Precipitation; Streamflow; Climate change; Flooding (psychology); Environmental science; Climatology; Drainage basin; Baseline (sea); Climate model; Surface runoff; Structural basin; Flood myth; Geography; Meteorology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000458461,0.0004781081,0.0003719513,0.0008607793,0.001111824,0.0009733884,0.0008489714,0.0005353502,0.002060223],"category_scores_gemma":[0.001066736,0.000307028,0.0006665349,0.002202839,0.0002509462,0.0005614223,0.0004463966,0.0006512713,0.0003017466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01917957,"about_ca_system_score_gemma":0.0282005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929966,"about_ca_topic_score_gemma":0.9942635,"domain_scores_codex":[0.9997372,0.00002570433,0.00001224569,0.00005528048,0.0001056033,0.0000639237],"domain_scores_gemma":[0.9990822,0.00004118172,0.00004370831,0.00003729702,0.0006839279,0.0001117078],"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":[0.0001428409,0.0001056247,0.1303785,0.0001099193,0.0003957136,0.0002120172,0.0002262365,0.811514,0.001155614,0.003541269,0.02771874,0.02449952],"study_design_scores_gemma":[0.000146629,0.00002689682,0.1633568,0.00006896062,0.0001307714,0.00004428058,0.0003805559,0.8104776,0.0007276323,0.001282671,0.02323532,0.0001218783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8902991,0.001054065,0.004987099,0.001526554,0.00009915799,0.0001000129,0.08655995,0.0006132736,0.01476083],"genre_scores_gemma":[0.948986,0.001028256,0.006498244,0.0001434073,0.00002109307,0.00009721299,0.03769799,0.00008077861,0.005447136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01917957,"threshold_uncertainty_score":0.1391582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005971767453616936,"score_gpt":0.2187291057173779,"score_spread":0.212757338263761,"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."}}