{"id":"W7026662563","doi":"","title":"Analyses of climate change impacts in the South Saskatchewan River subbasins: from headwaters to Saskatoon","year":2023,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Environment and Parks","keywords":"Snowpack; Snowmelt; Climate change; Evapotranspiration; Hydrology (agriculture); Meltwater; Water year; Streamflow","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0002497118,0.0003105649,0.0001596869,0.001013542,0.0005599713,0.0008212701,0.0002860607,0.0001903981,0.002441913],"category_scores_gemma":[0.0004401714,0.0001680832,0.00036197,0.002444347,0.0003071255,0.0002939563,0.0005981723,0.000236118,0.0002965157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00482617,"about_ca_system_score_gemma":0.005769873,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8290237,"about_ca_topic_score_gemma":0.934087,"domain_scores_codex":[0.999874,0.00002842784,0.000009145685,0.0000231103,0.00002350318,0.00004177211],"domain_scores_gemma":[0.9996783,0.00005904944,0.00004724487,0.00002243114,0.0001298849,0.00006324457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007653463,0.00002180193,0.9780046,0.00003770758,0.0001477203,0.0002667164,0.0005402679,0.003000701,0.00208885,0.0002403016,0.0007009344,0.01487378],"study_design_scores_gemma":[0.000002784778,0.000008542388,0.9958519,0.00001275533,0.00002938159,0.00002531188,0.00119321,0.001636582,0.0002496885,0.00007500119,0.0009092969,0.000005590088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960482,0.0001282674,0.0001841431,0.00007633236,0.000003630811,0.00002167268,0.001336395,0.00001183407,0.002189487],"genre_scores_gemma":[0.9956382,0.0002351728,0.0002849931,0.00004595131,0.000001718013,0.00003120146,0.001213506,0.00000586314,0.002543486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709763,"threshold_uncertainty_score":0.3439665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350050706344657,"score_gpt":0.2588472177778896,"score_spread":0.225346710714443,"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."}}