{"id":"W4377832605","doi":"10.18280/ts.400224","title":"Smart Energy Monitoring and Analysis Method Based on Image Recognition Technology","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Advanced Algorithms and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Huanghuai University; Natural Science Foundation of Henan Province","keywords":"Computer science; Artificial intelligence; Energy (signal processing); Computer vision; Image (mathematics); Pattern recognition (psychology); Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009055837,0.00009603659,0.0001161352,0.0004042966,0.00006775933,0.00001750551,0.00004939695,0.00004324723,0.00007695325],"category_scores_gemma":[0.000003740405,0.00009957291,0.00004160329,0.0009860924,0.00001577111,0.00004941142,0.00001046199,0.0000661185,0.0000170511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000251754,"about_ca_system_score_gemma":0.000002792979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000556024,"about_ca_topic_score_gemma":0.000001957396,"domain_scores_codex":[0.9994586,0.00001005362,0.0001278786,0.0001606782,0.00008902966,0.0001538198],"domain_scores_gemma":[0.9997642,0.00006004803,0.00001769261,0.00009757971,0.00002161149,0.00003885323],"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":[0.000008418189,0.00004995218,0.0009107388,0.00002769213,0.0002693051,0.00001170642,0.00004690815,0.2807188,0.06949337,0.0006264599,0.0001990618,0.6476375],"study_design_scores_gemma":[0.0002587253,0.00003498179,0.003501727,0.00001293037,0.0001131561,6.114572e-7,0.00006450171,0.9424305,0.04970966,0.001451803,0.002267343,0.0001540568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03507759,0.00002454643,0.9634502,0.0001812035,0.00004121548,0.00007407412,0.00004222001,0.0006181939,0.0004907623],"genre_scores_gemma":[0.9053625,0.00006212814,0.09405068,0.00002326765,0.00009888544,0.0002237766,0.0001157693,0.00002523878,0.00003776373],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8702849,"threshold_uncertainty_score":0.4060466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01403837342172665,"score_gpt":0.2599194214847872,"score_spread":0.2458810480630606,"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."}}