{"id":"W1861420840","doi":"10.24908/pceea.v0i0.5922","title":"FLIPPING THE ENGINEERING CLASSROOM","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Flipped classroom; Mathematics education; Computer science; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004144534,0.0001297069,0.0001418227,0.0002419138,0.0004701966,0.0001917095,0.0005811342,0.000157555,0.00001508083],"category_scores_gemma":[0.01255027,0.0001111815,0.00007273175,0.001118762,0.00003975992,0.0003045719,0.00003540588,0.0004129637,0.00001047505],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004877552,"about_ca_system_score_gemma":0.001966263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03219856,"about_ca_topic_score_gemma":0.01238098,"domain_scores_codex":[0.9985306,0.00004039678,0.0002630487,0.0001568231,0.0005894504,0.0004197019],"domain_scores_gemma":[0.9980619,0.0001704907,0.0003214202,0.0001108063,0.001098533,0.0002368568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003458876,0.00006493583,0.1427866,0.0001220238,0.0001851421,1.156883e-7,0.06264485,0.003416742,0.003465913,0.6467513,0.1368621,0.003696745],"study_design_scores_gemma":[0.0002376151,0.00001482739,0.08366691,0.0001896685,0.00006052785,0.000002182221,0.00857552,0.003372914,0.001346073,0.001884211,0.9001868,0.0004627172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465195,0.0003346155,0.000695923,0.09133761,0.0151223,0.001668205,0.00002329586,0.0005713915,0.1437271],"genre_scores_gemma":[0.9898105,0.0000036442,0.004050688,0.0004224979,0.0007603654,0.0000453291,0.000002048537,0.00003153012,0.004873351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7633247,"threshold_uncertainty_score":0.9989426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460446785281093,"score_gpt":0.2849318336603818,"score_spread":0.2603273658075709,"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."}}