{"id":"W4281665732","doi":"10.3390/en15114164","title":"Situational Awareness for Smart Distribution Systems","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"State Grid Corporation of China","keywords":"Situation awareness; Situational ethics; Renewable energy; Internet of Things; Climate change; Risk analysis (engineering); Distribution (mathematics); Computer science; Environmental economics; Computer security; Business; Architectural engineering; Engineering; Political science; Electrical engineering; Economics; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008381907,0.00005049156,0.00005978072,0.00002007343,0.0002312862,0.00001982934,0.00008297176,0.00001637873,0.00002229319],"category_scores_gemma":[0.00001179339,0.00005250657,0.00002866555,0.00008026193,0.00001344733,0.00005366435,0.00002546553,0.00004690615,0.000003062236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006001053,"about_ca_system_score_gemma":0.00001757968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002382301,"about_ca_topic_score_gemma":0.0000052673,"domain_scores_codex":[0.9996048,0.0000126504,0.00007944946,0.00007256676,0.000124227,0.000106352],"domain_scores_gemma":[0.999829,0.00005592548,0.00001003436,0.00007038921,0.00001753833,0.00001713505],"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":[0.000003839084,0.000007099882,0.0004990214,0.00003024142,0.000008134382,6.854274e-7,0.0001032794,0.9731684,0.0005523682,0.01451637,0.01098765,0.0001229097],"study_design_scores_gemma":[0.0002695517,0.00003834477,0.003477742,0.00000907075,0.00001014151,0.00001912525,0.0007081836,0.4960738,0.002825043,0.0005115118,0.4958456,0.0002118753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744437,0.001089584,0.02061849,0.00006128023,0.002859703,0.0001181751,0.0002573257,0.0002425366,0.0003091401],"genre_scores_gemma":[0.9989244,0.00001452707,0.00004305222,0.000007680598,0.0001528371,0.0002471597,0.0003808857,0.000007337841,0.0002220683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.484858,"threshold_uncertainty_score":0.2141156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092817219652948,"score_gpt":0.2108620478736076,"score_spread":0.1999338756770781,"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."}}