{"id":"W4395000085","doi":"10.1186/s42162-024-00334-2","title":"Centralized smart energy monitoring system for legacy home appliances","year":2024,"lang":"en","type":"article","venue":"Energy Informatics","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Applied Science Private University","keywords":"Architectural engineering; Computer science; Telecommunications; Embedded system; Business; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001395624,0.0002915071,0.0002748117,0.0002192462,0.00009242079,0.000474321,0.0002919558,0.0001068715,0.00001189957],"category_scores_gemma":[0.000005851906,0.0002829607,0.0001376209,0.0003351854,0.00002197588,0.0009777284,0.00006215911,0.00008716994,0.00003752572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002938208,"about_ca_system_score_gemma":0.00002273237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004289178,"about_ca_topic_score_gemma":0.000007999139,"domain_scores_codex":[0.9984848,0.000009098438,0.0005937464,0.0001230684,0.0002737102,0.0005155368],"domain_scores_gemma":[0.9993874,0.00008342143,0.00004352489,0.0003282809,0.00003843338,0.0001188971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001007753,0.000009694069,0.00003128645,0.002211104,0.0004008318,0.00001285334,0.0006068354,0.7120998,0.0001317084,0.2327713,0.0197245,0.03199003],"study_design_scores_gemma":[0.0002133772,0.00001392178,0.00001147294,0.0001993035,0.00003525544,0.000006577075,0.0006824484,0.3961315,0.006171139,0.000107052,0.5961772,0.0002507973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009267893,0.003264159,0.8875347,0.00008893801,0.02037963,0.0002290845,0.00003506075,0.004972945,0.07422759],"genre_scores_gemma":[0.9906421,0.0005227978,0.005647466,0.00003807904,0.001156954,0.0003828419,0.00007446145,0.00008016614,0.001455101],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9813743,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009147898646612232,"score_gpt":0.2037617667272946,"score_spread":0.1946138680806824,"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."}}