{"id":"W4415360010","doi":"10.59934/jaiea.v5i1.1545","title":"Developing an Android Application for Internet of Things (IoT) Based Light Control using Android Studio","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Android (operating system); Studio; Arduino; Automation; The Internet; Internet of Things; Android application; Home automation","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":[0.0004441512,0.0009717307,0.0005572846,0.0009079021,0.0002874564,0.0006700244,0.001002279,0.0005153342,0.01107064],"category_scores_gemma":[0.00118824,0.000466036,0.0007531325,0.0002325327,0.0002495086,0.0008446368,0.0007209517,0.0008394247,0.005986632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001426678,"about_ca_system_score_gemma":0.0006110456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213474,"about_ca_topic_score_gemma":0.001583089,"domain_scores_codex":[0.9994203,0.00004830894,0.0000681531,0.0001003716,0.0002712491,0.0000916385],"domain_scores_gemma":[0.9994312,0.0001546268,0.0000510438,0.00007474008,0.0002209611,0.00006743708],"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":[0.000937841,0.0006353022,0.004723515,0.002695983,0.0001399852,0.002640957,0.00188726,0.00210666,0.2398827,0.005421839,0.07230172,0.6666262],"study_design_scores_gemma":[0.0009834459,0.002236308,0.04552706,0.0008548718,0.0005329517,0.008427946,0.0008252919,0.06525763,0.2517307,0.002842142,0.6199846,0.0007970349],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09224652,0.00342603,0.6281856,0.0008814335,0.0007583433,0.007060381,0.003197839,0.1649591,0.09928481],"genre_scores_gemma":[0.2839496,0.00234068,0.6121253,0.0008422924,0.0001986473,0.003902724,0.004751853,0.008480438,0.08340841],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01107064,"threshold_uncertainty_score":0.03703499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634907977034034,"score_gpt":0.2835641342075464,"score_spread":0.2572150544372061,"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."}}