{"id":"W2946264287","doi":"10.1145/3314994.3325074","title":"Dialing up the Active Learning in your Classroom","year":2019,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Active learning (machine learning); Class (philosophy); Flipped classroom; Computer science; Multimedia; Core (optical fiber); Mathematics education; Artificial intelligence; Psychology","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":[0.004017862,0.00005598853,0.00009121842,0.00005690025,0.0003032079,0.00005082294,0.0002127332,0.00005787303,0.0004926827],"category_scores_gemma":[0.001190917,0.00003833916,0.00002714936,0.0004420139,0.00008193465,0.0001620318,0.00004729617,0.0004979167,0.0001499816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315823,"about_ca_system_score_gemma":0.0001034585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003917008,"about_ca_topic_score_gemma":0.00101709,"domain_scores_codex":[0.9980128,0.001284561,0.0001086835,0.000136036,0.0002174568,0.0002404972],"domain_scores_gemma":[0.9991383,0.0006437559,0.00005859127,0.00009250255,0.00004909446,0.00001778411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002340726,0.00002148236,0.2571399,0.000003174443,0.00001495408,0.000001190911,0.1804324,0.0001853292,0.004315214,0.4624652,0.0002389298,0.09515876],"study_design_scores_gemma":[0.0009483607,0.00008225139,0.245438,0.00005511595,0.000009212318,6.220637e-7,0.3926086,0.001200441,0.003442944,0.02613508,0.3295516,0.0005277332],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6318601,0.000004828741,0.001853326,0.00157363,0.000444991,0.0001387334,1.144022e-7,0.00005700653,0.3640672],"genre_scores_gemma":[0.9662964,0.000003016888,0.001918758,0.0002632358,0.0001396274,0.000004509992,4.074619e-7,0.000006771184,0.03136728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4363301,"threshold_uncertainty_score":0.5921371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07007885914703817,"score_gpt":0.4113419530501845,"score_spread":0.3412630939031464,"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."}}