{"id":"W25378840","doi":"10.26716/redlands/master/2012.20","title":"Assessment of Climate Change Scenarios on the Yukon River Basin","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Downscaling; Precipitation; Structural basin; Drainage basin; Watershed; Environmental science; Geospatial analysis; Climate model; Hydrological modelling; Python (programming language); Climatology; Hydrology (agriculture); Geography; Meteorology; Geology; Remote sensing; Cartography; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001003099,0.0003555789,0.0002605946,0.0008742918,0.0008310316,0.001182777,0.0004260336,0.0005828864,0.001280377],"category_scores_gemma":[0.001831925,0.0001959889,0.000505379,0.001668831,0.000302586,0.0008643487,0.0008212469,0.0003166744,0.00009130147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003885565,"about_ca_system_score_gemma":0.002950603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2139774,"about_ca_topic_score_gemma":0.2804309,"domain_scores_codex":[0.9995559,0.0001850302,0.00003285878,0.00003884448,0.0001113641,0.00007597991],"domain_scores_gemma":[0.9994967,0.0001220025,0.00003797302,0.00003793086,0.0002390453,0.00006632821],"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":[0.000303514,0.000106486,0.1457439,0.0001797714,0.0004143215,0.001356213,0.0004053713,0.7955672,0.00276755,0.0105562,0.008375987,0.03422355],"study_design_scores_gemma":[0.0001549297,0.0002122074,0.2380615,0.0001258148,0.0002342204,0.0002146908,0.00286893,0.7277329,0.002436561,0.007913369,0.0199148,0.0001299222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784361,0.0002734478,0.002121609,0.0008444314,0.00003026495,0.00009415432,0.003512127,0.0001189407,0.014569],"genre_scores_gemma":[0.9955038,0.0001989057,0.001546527,0.0000556677,0.00000239391,0.00005717972,0.001746844,0.00001394445,0.0008747425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7860225,"threshold_uncertainty_score":0.4254639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481851471185313,"score_gpt":0.2944884987057646,"score_spread":0.2296699839939115,"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."}}