{"id":"W2574286572","doi":"","title":"Efficient Appliances Recognition in Smart Homes Based on Active and Reactive Power, Fast Fourier Transform and Decision Trees.","year":2015,"lang":"en","type":"article","venue":"National Conference on Artificial Intelligence","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; AC power; Decision tree; Fourier transform; Artificial intelligence; Power (physics); Computer vision; Speech recognition; Mathematics","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":[0.0003106268,0.0001785081,0.0001565299,0.0003186691,0.00005001993,0.0000659601,0.00008475226,0.00008059818,0.00005122669],"category_scores_gemma":[0.0001409714,0.0001759189,0.00002212323,0.0002581346,0.00008664991,0.000102018,0.00001407966,0.0001845879,0.00004999619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079265,"about_ca_system_score_gemma":0.00005604138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002834212,"about_ca_topic_score_gemma":0.0003292576,"domain_scores_codex":[0.9987139,0.00002548229,0.0002503485,0.00030853,0.0005201022,0.0001816627],"domain_scores_gemma":[0.9993409,0.0002474566,0.000036577,0.00008831864,0.0001856226,0.0001011505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003945637,0.0001177559,0.00004015724,0.000007956165,0.00001141089,0.000004459152,0.0004443736,0.3396997,0.0001668274,0.01099061,0.00005548414,0.6480666],"study_design_scores_gemma":[0.0001565659,0.0001977286,0.002198825,0.0001231032,0.000005340414,9.477909e-7,0.000881508,0.9500877,0.01093822,0.03493841,0.0002433215,0.0002283515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7580152,0.0000564097,0.1799256,0.0007730667,0.0006983255,0.0006975532,0.00008115834,0.0001522787,0.05960041],"genre_scores_gemma":[0.9984506,0.00003242932,0.001278404,0.00008825715,0.00003875286,0.00006831787,0.00001935051,0.00001391346,0.000009910794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6478383,"threshold_uncertainty_score":0.7173764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07435391982588865,"score_gpt":0.2919110322226138,"score_spread":0.2175571123967252,"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."}}