{"id":"W4311858744","doi":"10.3390/en15249292","title":"Financial Hazard Prediction Due to Power Outages Associated with Severe Weather-Related Natural Disaster Categories","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Power System Reliability and Maintenance","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Revenue; Natural disaster; Electric power; Extreme weather; Natural hazard; Population; Business; Electricity; Finance; Environmental economics; Power (physics); Economics; Engineering; Climate change; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008038434,0.0003648451,0.0002045941,0.001946549,0.0001695766,0.0006142638,0.0002612105,0.0002837048,0.001493873],"category_scores_gemma":[0.003416922,0.0001065612,0.0004473628,0.001230785,0.0001502691,0.0005599126,0.0005144378,0.000425376,0.0003153741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004273505,"about_ca_system_score_gemma":0.0003336253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008970257,"about_ca_topic_score_gemma":0.007132735,"domain_scores_codex":[0.999703,0.0000720959,0.00002984104,0.00004905994,0.00007164518,0.00007437347],"domain_scores_gemma":[0.9969915,0.00138087,0.0008872107,0.0001592534,0.0003585744,0.0002225631],"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":[0.0001890031,0.0000994267,0.9451007,0.00003161195,0.00005501751,0.0003721163,0.00008951958,0.0396603,0.000492687,0.0003025522,0.001160024,0.01244697],"study_design_scores_gemma":[0.000009550922,0.0001274254,0.8107848,0.00001798368,0.0000384562,0.0002192399,0.000645231,0.1861224,0.0007752947,0.0005284222,0.000713549,0.00001761238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962687,0.00005819968,0.001223517,0.00007406429,0.00000543201,0.00001766152,0.001722258,0.00003793517,0.0005919893],"genre_scores_gemma":[0.9970543,0.00005228165,0.0004963984,0.000004121308,0.000005896985,0.00000672913,0.002218251,0.000002250411,0.0001597375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008970257,"threshold_uncertainty_score":0.01783609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003026635086325458,"score_gpt":0.166610828161385,"score_spread":0.1635841930750595,"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."}}