{"id":"W3006327149","doi":"10.3390/fi12020037","title":"Global Trends and Advances Towards a Smarter Grid and Smart Cities","year":2020,"lang":"en","type":"article","venue":"Future Internet","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Smart grid; Grid; The Internet; Emerging technologies; Internet of Things; Telecommunications; Power grid; Smart city; Data science; Computer security; Power (physics); World Wide Web; Artificial intelligence; Electrical engineering","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":[0.000025823,0.0001630198,0.0001502586,0.00003616838,0.00001357552,0.00006444948,0.00009806386,0.00004825759,0.0001381489],"category_scores_gemma":[0.000004103077,0.0001474845,0.00002795854,0.0001150395,0.00003577412,0.0001447668,0.00009559808,0.00007411084,0.000009834279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002491944,"about_ca_system_score_gemma":0.000002179413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002353378,"about_ca_topic_score_gemma":0.0001367746,"domain_scores_codex":[0.9994127,0.000009451885,0.0001218655,0.0001907366,0.000097892,0.0001674126],"domain_scores_gemma":[0.999781,0.000005673133,0.00001329786,0.00008878242,0.000008581389,0.0001026316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007834958,0.0000139135,0.03151041,0.0003795384,0.0003290342,0.00008329452,0.002812697,0.002397731,0.00004088884,0.004114094,0.7344829,0.2237571],"study_design_scores_gemma":[0.0002691884,0.00007272384,0.0627248,0.00001643865,0.00002040088,0.0000126176,0.0002121107,0.006829449,0.00007631652,0.00004402422,0.9295381,0.0001838177],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7904284,0.02142648,0.00594107,0.01332185,0.01461145,0.000212681,0.0001932384,0.001660537,0.1522043],"genre_scores_gemma":[0.9942772,0.0004969574,0.0006979085,0.0009231999,0.00307653,0.00001676587,0.00002362156,0.00002333151,0.0004644845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2235733,"threshold_uncertainty_score":0.6014245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006046753242319043,"score_gpt":0.1942073860020158,"score_spread":0.1881606327596967,"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."}}