{"id":"W2084849953","doi":"10.1109/iembs.2011.6091313","title":"Usage monitoring of electrical devices in a smart home","year":2011,"lang":"en","type":"article","venue":"","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Electrical load; Computer science; Signature (topology); Mahalanobis distance; Power consumption; Electrical equipment; Home automation; Electric power; Key (lock); Real-time computing; Waveform; Electrical engineering; Power (physics); Voltage; Artificial intelligence; Engineering; Telecommunications; Computer security","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":[0.0001401371,0.0002998704,0.0004494474,0.0006903526,0.0001457653,0.000358499,0.0002822659,0.0003605772,0.0009503446],"category_scores_gemma":[0.0005352719,0.0001106496,0.0001614297,0.0005218683,0.0001220668,0.0006176821,0.0002208825,0.0001627575,0.0006309283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440207,"about_ca_system_score_gemma":0.00009152812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006075771,"about_ca_topic_score_gemma":0.0009885993,"domain_scores_codex":[0.9997734,0.00004568111,0.00001377214,0.00005242413,0.00009988659,0.00001473371],"domain_scores_gemma":[0.9997889,0.00005852012,0.00003959356,0.00005001578,0.00005165846,0.00001136577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007448718,0.0004297945,0.08489218,0.000269355,0.0001177197,0.0006766061,0.0003680923,0.05722068,0.1674113,0.001248142,0.003044118,0.6835772],"study_design_scores_gemma":[0.0000276646,0.0004480958,0.09927059,0.00004069137,0.00005823424,0.001468306,0.0002862758,0.8143279,0.07802852,0.001920871,0.00407577,0.0000470235],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8533824,0.0002727614,0.139949,0.0001179717,0.00003275549,0.00004705262,0.0003813334,0.001697118,0.004119572],"genre_scores_gemma":[0.9873029,0.00008340328,0.01125565,0.00001976736,0.000006854932,0.00001648869,0.0001660236,0.00001557304,0.001133379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009503446,"threshold_uncertainty_score":0.003179193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121646334683461,"score_gpt":0.2027843280785779,"score_spread":0.1815678647317433,"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."}}