{"id":"W4392165424","doi":"10.21203/rs.3.rs-3970938/v1","title":"Centralized Smart Energy Monitoring System for Legacy Home Appliances","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Applied Science Private University","keywords":"Business; Embedded system; Computer security; Computer science; Telecommunications","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":[0.0004256644,0.0005073207,0.0008541649,0.0005430145,0.0007619159,0.001151204,0.001235863,0.0004260872,0.008588867],"category_scores_gemma":[0.0005451758,0.000303026,0.0001604644,0.0005794769,0.0002978253,0.000877434,0.000642151,0.0004574025,0.001726354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074958,"about_ca_system_score_gemma":0.001016921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003858707,"about_ca_topic_score_gemma":0.005641178,"domain_scores_codex":[0.9992934,0.00007843199,0.00002505947,0.0003235895,0.0001945755,0.00008492708],"domain_scores_gemma":[0.999432,0.00006562202,0.00005474367,0.0002046713,0.000195647,0.00004732946],"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":[0.002720583,0.001275205,0.01346926,0.0002218711,0.0001897245,0.000536149,0.0003725448,0.09073877,0.1595827,0.01216334,0.05587965,0.6628502],"study_design_scores_gemma":[0.0003290201,0.0003810386,0.01239011,0.00002336249,0.0001204175,0.0002756766,0.0001294053,0.9116036,0.05384477,0.006093019,0.01475718,0.0000525225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3315561,0.0007013998,0.5981322,0.000657247,0.0004026708,0.0002928294,0.001149564,0.03067231,0.0364356],"genre_scores_gemma":[0.9799016,0.00004080647,0.01270852,0.00006820672,0.00007672989,0.00003585374,0.0003002507,0.00008759135,0.00678042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008588867,"threshold_uncertainty_score":0.02873266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05250229378297153,"score_gpt":0.338573889789115,"score_spread":0.2860715960061434,"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."}}