{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002763159,0.0003407974,0.0004475074,0.0005924431,0.0002016497,0.0003834241,0.0002953711,0.0004403688,0.001137409],"category_scores_gemma":[0.0007053115,0.0001598918,0.0003388197,0.0004676645,0.0001374051,0.0007758659,0.0002389312,0.0003829081,0.0004741209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002006913,"about_ca_system_score_gemma":0.0002478148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002656712,"about_ca_topic_score_gemma":0.004561959,"domain_scores_codex":[0.9998022,0.00004643745,0.00001496448,0.00004077111,0.00006119646,0.00003443992],"domain_scores_gemma":[0.9997945,0.0000995548,0.00002179758,0.00001214143,0.00006051384,0.00001136679],"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":[0.0008331456,0.0004173301,0.01032438,0.0001861566,0.00009725519,0.000447373,0.0001452053,0.1484153,0.03763029,0.003572381,0.009305449,0.7886257],"study_design_scores_gemma":[0.00001444391,0.00004222858,0.003764364,0.00000678761,0.00001899246,0.00007029627,0.00005847099,0.9880038,0.005804644,0.001669526,0.0005402627,0.000006215209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2197005,0.0007589597,0.77341,0.0002808832,0.0001580189,0.00006481863,0.0003423876,0.00151455,0.003769782],"genre_scores_gemma":[0.9211335,0.0002193306,0.07659289,0.00004210392,0.00004918617,0.00003654931,0.0003152112,0.00003490833,0.001576303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002656712,"threshold_uncertainty_score":0.005282462,"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."}}