{"id":"W2605575362","doi":"","title":"Uncertainty Modeling in The Assessment of Climate Change Impacts on Water Resources Management","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"BC Hydro","keywords":"Climate change; Environmental science; Environmental resource management; Water resources; Environmental planning; Water resource management; Geology","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":[0.004912529,0.0007421238,0.000645869,0.001633527,0.0006443718,0.002001231,0.000710057,0.0008534021,0.0009855556],"category_scores_gemma":[0.01352058,0.0004655209,0.0008490155,0.001453383,0.0008716696,0.001966669,0.001068063,0.0009907325,0.0000946554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780177,"about_ca_system_score_gemma":0.001730543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01625783,"about_ca_topic_score_gemma":0.013219,"domain_scores_codex":[0.9977069,0.001424583,0.0001012983,0.0001216263,0.0005498291,0.00009569529],"domain_scores_gemma":[0.9886836,0.009870918,0.0006329083,0.0001567823,0.0005318444,0.0001239548],"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":[0.00002027865,0.00001677962,0.002500477,0.0000664574,0.00009617625,0.00004349095,0.00004570997,0.9587133,0.000227727,0.01821675,0.0004579827,0.01959489],"study_design_scores_gemma":[0.000005002389,0.00002260714,0.00124004,0.0000599586,0.00003330874,0.0000137735,0.00005786915,0.9552738,0.0002982807,0.04095008,0.002021364,0.00002400819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1125137,0.008039361,0.8540413,0.002691284,0.0002613677,0.0001774131,0.0008471796,0.0003367502,0.02109167],"genre_scores_gemma":[0.9251829,0.003672319,0.06901342,0.0001694698,0.0002489671,0.0001631969,0.0003177022,0.00007723043,0.001155014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01625783,"threshold_uncertainty_score":0.0323264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.108481474035392,"score_gpt":0.3053197736967619,"score_spread":0.1968382996613699,"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."}}