{"id":"W4400811471","doi":"10.1109/csci62032.2023.00165","title":"Algorithm For Concept Drift Detection In Autonomic Smart Buildings","year":2023,"lang":"en","type":"article","venue":"","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Trent University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Concept drift; Artificial intelligence; Data mining","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001713949,0.0008506431,0.001179872,0.001939628,0.0008079639,0.001328421,0.001764054,0.001152614,0.002519281],"category_scores_gemma":[0.004765863,0.0004144008,0.0007185271,0.001537397,0.000400536,0.001211033,0.001339983,0.001212394,0.001282714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007857808,"about_ca_system_score_gemma":0.002173517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004911254,"about_ca_topic_score_gemma":0.004216919,"domain_scores_codex":[0.9991968,0.0001159836,0.0000962624,0.000199827,0.0002907963,0.0001004133],"domain_scores_gemma":[0.9984667,0.0006368582,0.0001501023,0.0001399832,0.0005465261,0.00005974455],"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":[0.0002944037,0.0001587676,0.004063417,0.0001134525,0.0001113536,0.0001091922,0.0001499288,0.2217363,0.004943867,0.005456761,0.004419643,0.7584429],"study_design_scores_gemma":[0.00003243844,0.00003473834,0.0004226934,0.000008781292,0.00001263754,0.00005422216,0.00002353297,0.9936366,0.001666613,0.002831915,0.001267933,0.000007870028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01812201,0.0002476846,0.9779694,0.000143517,0.00005973835,0.0001954349,0.0001578038,0.002328298,0.0007760496],"genre_scores_gemma":[0.1697501,0.0001616919,0.8267835,0.0001198979,0.00005798736,0.0005159487,0.0006087899,0.0001199933,0.001882104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004911254,"threshold_uncertainty_score":0.009765327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686603253717979,"score_gpt":0.2713891271442259,"score_spread":0.2545230946070461,"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."}}