{"id":"W3015500748","doi":"","title":"Climate Change Vulnerability Assessment for the Hydro-power Generating System Operated by Manitoba Hydro","year":2019,"lang":"en","type":"article","venue":"AGUFM","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Vulnerability assessment; Climate change; Environmental science; Hydro power; Environmental resource management; Water resource management; Computer science; Geology; Oceanography; Computer security; Psychological resilience","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":[0.0003086186,0.0002729248,0.0001169788,0.000895561,0.0005240936,0.0004298859,0.0003088836,0.0002529756,0.001355087],"category_scores_gemma":[0.0005215734,0.0001734914,0.0002730534,0.0009446938,0.0001904947,0.0003194209,0.0004491703,0.0002700532,0.0001191728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004503165,"about_ca_system_score_gemma":0.002395554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5437497,"about_ca_topic_score_gemma":0.7854563,"domain_scores_codex":[0.999917,0.00002249108,0.000002345579,0.000008502835,0.0000223004,0.00002730072],"domain_scores_gemma":[0.9997771,0.00005002172,0.00002913971,0.00001011051,0.00008178132,0.00005195601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005507485,0.0002140233,0.7908729,0.00009042021,0.0002988994,0.001661266,0.001103131,0.1650533,0.00783599,0.002700815,0.003879784,0.02573867],"study_design_scores_gemma":[0.00003264118,0.0001874855,0.8627489,0.00002867264,0.0001096338,0.0001753769,0.002505671,0.1284644,0.002168513,0.0008340445,0.002710429,0.00003419493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958695,0.00004021907,0.000340504,0.00009606792,0.000002845041,0.00001932382,0.000578834,0.00001130167,0.003041352],"genre_scores_gemma":[0.9970149,0.00006939201,0.0004972244,0.00001695775,0.000001867261,0.00001303244,0.000444133,0.000004833178,0.001937632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4562503,"threshold_uncertainty_score":0.9178744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538631822737138,"score_gpt":0.2607468428997071,"score_spread":0.2453605246723357,"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."}}