{"id":"W4405187362","doi":"10.47392/irjaeh.2024.0373","title":"EDUSYNC – Smart Classroom Management System","year":2024,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering Hub (IRJAEH)","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Business","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":[0.0006959497,0.0006361466,0.0008128188,0.001188195,0.0005289536,0.001402215,0.001534577,0.0005973149,0.06163453],"category_scores_gemma":[0.001573606,0.0003807955,0.0002625953,0.0006459068,0.0002061516,0.001230369,0.002374239,0.0007720646,0.0221251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007659343,"about_ca_system_score_gemma":0.001128232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002257825,"about_ca_topic_score_gemma":0.001836599,"domain_scores_codex":[0.9993165,0.00006771314,0.00007496041,0.0001982019,0.000240508,0.000102158],"domain_scores_gemma":[0.9988264,0.0001330818,0.00009146551,0.0002440751,0.0004178788,0.0002870318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001321975,0.0008532746,0.008047488,0.0009651111,0.00005854314,0.0005468344,0.000844648,0.004502317,0.03191203,0.008933879,0.4952555,0.4467584],"study_design_scores_gemma":[0.0005007751,0.0004651362,0.01632962,0.0002235587,0.0001046979,0.0005197296,0.0003554441,0.06068419,0.0473632,0.004044029,0.8691744,0.0002352953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.07220602,0.0007718088,0.2060269,0.0008685251,0.0006009002,0.003383907,0.02162737,0.5692729,0.1252417],"genre_scores_gemma":[0.5824436,0.0007528926,0.1205561,0.002399905,0.0004080945,0.003895549,0.05363128,0.01148741,0.2244252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06163453,"threshold_uncertainty_score":0.2061881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766033814715414,"score_gpt":0.29780998448207,"score_spread":0.2801496463349158,"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."}}