{"id":"W4392949665","doi":"10.22214/ijraset.2024.58970","title":"InsightStream: A Real-Time Perspective on Classroom Environment","year":2024,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Boredom; Perspective (graphical); Class (philosophy); Learning environment; Computer science; Student engagement; Psychology; Facial expression; Human–computer interaction; Cognitive psychology; Multimedia; Mathematics education; Social psychology; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001123125,0.00007696932,0.00007284675,0.001982048,0.0001719736,0.0002615544,0.000475662,0.00005963196,0.00001291552],"category_scores_gemma":[0.0003598098,0.00006469828,0.00002021661,0.000634907,0.000346647,0.0001216689,0.0001315975,0.0005195643,0.00004182783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006472042,"about_ca_system_score_gemma":0.000100323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004461389,"about_ca_topic_score_gemma":3.030355e-7,"domain_scores_codex":[0.9984381,0.000009103479,0.0001333906,0.0003647403,0.0007112877,0.0003434318],"domain_scores_gemma":[0.9995601,0.0001924223,0.00001537035,0.00009179198,0.00007097196,0.00006941304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002303542,0.00002708498,0.000004046873,0.000004638877,0.000003660372,0.00006584803,0.0001065759,0.0005278463,0.7212861,0.262846,0.000121992,0.01498318],"study_design_scores_gemma":[0.001149104,0.0006958649,0.0002040602,0.000473727,0.000004790229,0.0008196345,0.001113997,0.2127814,0.4717404,0.2525258,0.05807414,0.0004170645],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701364,0.000122806,0.003938978,0.0149386,0.0009790045,0.0004408759,0.00001108823,0.0002255923,0.009206639],"genre_scores_gemma":[0.9987239,0.0002831879,0.0006387395,0.00001706673,0.0001004726,0.00005166336,2.769653e-7,0.000009670704,0.0001750336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2495457,"threshold_uncertainty_score":0.2638319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06002543098429263,"score_gpt":0.3805134851037157,"score_spread":0.320488054119423,"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."}}