{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003158642,0.0004722862,0.0006150605,0.0003178728,0.0004435841,0.0006309226,0.0009734598,0.0005603039,0.00174714],"category_scores_gemma":[0.0005870372,0.0002198785,0.0004516278,0.0002595806,0.000311228,0.0006388306,0.0004231215,0.0007142284,0.0004223411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004705603,"about_ca_system_score_gemma":0.0007969479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006320022,"about_ca_topic_score_gemma":0.005939411,"domain_scores_codex":[0.9997353,0.00002952293,0.00001681351,0.00008066584,0.00009954121,0.00003817339],"domain_scores_gemma":[0.9997905,0.00005349533,0.00002570413,0.00002696607,0.00008869721,0.0000145936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003293772,0.0005053599,0.00419991,0.0001588983,0.0001323592,0.0002476767,0.0001993955,0.4121248,0.03591118,0.008184228,0.004404678,0.5336022],"study_design_scores_gemma":[0.000007604719,0.00004974093,0.0002700735,0.000002164288,0.0000076196,0.00001635218,0.000004433044,0.9961694,0.002312202,0.0005090128,0.0006457457,0.000005656803],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05081992,0.0005140195,0.9394252,0.0001984284,0.00016496,0.0001252268,0.0000401094,0.00336845,0.00534366],"genre_scores_gemma":[0.8451416,0.0002320999,0.1493621,0.0001237714,0.00006567648,0.0001397928,0.000104252,0.00004522056,0.00478543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006320022,"threshold_uncertainty_score":0.01256651,"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."}}