{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007152262,0.0002641968,0.0002095211,0.0009736599,0.000120628,0.0005355509,0.0005869678,0.000093239,0.0001573403],"category_scores_gemma":[0.00006100295,0.0002495364,0.0001535094,0.0004909544,0.0000288862,0.0003646115,0.00008665375,0.001549035,0.0004573736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387375,"about_ca_system_score_gemma":0.00003063664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000257732,"about_ca_topic_score_gemma":0.000001315411,"domain_scores_codex":[0.9972488,0.00003536804,0.0004299628,0.0002979434,0.001285453,0.0007024975],"domain_scores_gemma":[0.9989971,0.0002468908,0.00002243375,0.000242549,0.0001913504,0.0002996804],"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":[0.00003083174,0.0000205119,0.000009892608,0.0002742585,0.0003352004,0.001092922,0.0000338134,0.891528,0.001894086,0.03628517,0.01231361,0.0561817],"study_design_scores_gemma":[0.0002835252,0.00006747164,0.0002111115,0.001685647,0.000007606267,0.000252833,0.0001012084,0.5093053,0.0005747767,0.0001783082,0.4870955,0.0002367056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1997971,0.01979044,0.3541487,0.004378459,0.07711366,0.001810821,0.0001708795,0.006873017,0.335917],"genre_scores_gemma":[0.9894244,0.002079883,0.003289653,0.00001955874,0.001762016,0.00004748779,0.00001137856,0.000137597,0.003228025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7896273,"threshold_uncertainty_score":0.9999957,"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."}}