{"id":"W4392401438","doi":"10.18280/jesa.570109","title":"Smart Controller Integrated with MQTT Broker Based on Machina Learning Techniques","year":2024,"lang":"en","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MQTT; Computer science; Internet of Things; Embedded system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009611619,0.000530977,0.0006151805,0.0007630176,0.0003003445,0.0008604373,0.0003013988,0.0001683002,0.000197128],"category_scores_gemma":[0.0001209024,0.0003788428,0.0002251052,0.0007334276,0.00009529593,0.0003760344,0.00002223135,0.001478893,0.0003947292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006339409,"about_ca_system_score_gemma":0.000153805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003704664,"about_ca_topic_score_gemma":0.00001262901,"domain_scores_codex":[0.9972802,0.0004536321,0.0007317153,0.000331057,0.0005868112,0.0006165649],"domain_scores_gemma":[0.9989384,0.000297741,0.000130259,0.0002705935,0.0001595418,0.000203509],"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":[0.0003883434,0.0001962031,0.01186702,0.003526174,0.001720928,0.004130837,0.001719965,0.1946767,0.02697842,0.001338703,0.03950874,0.713948],"study_design_scores_gemma":[0.001164677,0.0009547382,0.02390283,0.006032994,0.0001389622,0.00175533,0.0001385537,0.8945929,0.005501132,0.000102595,0.06487815,0.000837105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.413719,0.01266657,0.4605751,0.0005579241,0.006110406,0.002541796,0.00007944415,0.02395414,0.07979564],"genre_scores_gemma":[0.9924636,0.00004328049,0.004493847,0.0000683639,0.0003319228,0.00005087153,0.00001164234,0.0002795791,0.002256868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7131108,"threshold_uncertainty_score":0.9998664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007147504824634518,"score_gpt":0.2152233971456098,"score_spread":0.2080758923209753,"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."}}