{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009485765,0.0003859146,0.0002547651,0.001374424,0.0005234164,0.003290185,0.0003566281,0.001303304,0.01658702],"category_scores_gemma":[0.001509051,0.0001165271,0.0002819959,0.005233794,0.001044645,0.004757967,0.001152881,0.001901687,0.003708868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008649692,"about_ca_system_score_gemma":0.001700226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410705,"about_ca_topic_score_gemma":0.003439287,"domain_scores_codex":[0.9996166,0.00005349051,0.00002975203,0.00004606915,0.0001800604,0.00007394535],"domain_scores_gemma":[0.9988309,0.0002706993,0.0001935495,0.0000523733,0.0004494063,0.0002030509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005725155,0.00006127906,0.006125453,0.001788369,0.00002511197,0.0003676107,0.001139549,0.001157784,0.002099092,0.1837551,0.3251262,0.4782972],"study_design_scores_gemma":[0.000002608306,0.0000205056,0.003869646,0.0003100481,0.00001137785,0.0003758888,0.0009056744,0.0002478635,0.0002571259,0.01938158,0.9746074,0.00001022313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02243194,0.3833818,0.01080875,0.2748408,0.01696447,0.00003780402,0.001347012,0.0007871781,0.2894002],"genre_scores_gemma":[0.1517737,0.7317188,0.01425171,0.03315451,0.01472374,0.0000453627,0.001664208,0.0002765027,0.05239149],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01658702,"threshold_uncertainty_score":0.05548912,"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."}}