{"id":"W4415394367","doi":"10.36227/techrxiv.176107889.95936933/v1","title":"IoT Based Smart Home Automation","year":2025,"lang":"","type":"preprint","venue":"","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Infineon Technologies (Canada)","funders":"","keywords":"Home automation; Internet of Things; Wireless; Automation; Key (lock); Information and Communications Technology","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001293884,0.001358774,0.00156258,0.001420204,0.0002348017,0.0003939336,0.001041991,0.001667488,0.002866051],"category_scores_gemma":[0.0001369767,0.001553768,0.0007916843,0.0009873107,0.00008060056,0.0001282141,0.0004889987,0.001619419,0.003169447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554386,"about_ca_system_score_gemma":0.00103321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009001929,"about_ca_topic_score_gemma":0.0001976717,"domain_scores_codex":[0.9941618,0.0003732773,0.002022366,0.001383823,0.0009334395,0.001125335],"domain_scores_gemma":[0.9960341,0.0004716305,0.0003254926,0.002470329,0.000354764,0.0003436786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004971344,0.0001983824,0.00216017,0.01444835,0.0007570062,0.00003476494,0.0004954138,0.9492188,0.001486022,0.003975889,0.01685022,0.01032529],"study_design_scores_gemma":[0.001204306,0.00005455946,0.00479663,0.002284936,0.0001961138,0.000003923928,0.00007355859,0.9454924,0.007379903,0.0002012326,0.03673121,0.001581192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03927366,0.000959936,0.6034979,0.0008761042,0.04189829,0.004493193,0.0004908597,0.006044531,0.3024656],"genre_scores_gemma":[0.956468,0.00003385066,0.01620849,0.0002594651,0.001013792,0.0005505497,0.0004778347,0.0002009931,0.02478703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9171943,"threshold_uncertainty_score":0.9999163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009927751568772939,"score_gpt":0.2233187580408387,"score_spread":0.2133910064720658,"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."}}