{"id":"W2013023492","doi":"10.1119/1.4849151","title":"Just in Time to Flip Your Classroom","year":2013,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dawson College; John Abbott College","funders":"","keywords":"Flipped classroom; Surprise; Class (philosophy); Narrative; Mathematics education; Set (abstract data type); Computer science; Pedagogy; Psychology; Communication; Art; Artificial intelligence; Literature","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":[0.003013376,0.0008852695,0.0004421266,0.0005741436,0.005374222,0.00467243,0.001789048,0.001971605,0.04562613],"category_scores_gemma":[0.01239013,0.0004136444,0.0005818989,0.0002775484,0.004618681,0.005905515,0.008169831,0.005318346,0.027385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118742,"about_ca_system_score_gemma":0.002891545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049029,"about_ca_topic_score_gemma":0.002925254,"domain_scores_codex":[0.9971937,0.001099158,0.00008960822,0.0004039739,0.0008070149,0.0004064405],"domain_scores_gemma":[0.9945134,0.0007114797,0.0004507492,0.001245234,0.001065086,0.002014049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001905769,0.00107021,0.001980453,0.0005332479,0.0000241379,0.001432195,0.03069651,0.0002944484,0.0126494,0.058421,0.4760481,0.4166597],"study_design_scores_gemma":[0.00006599023,0.0004230298,0.0009644559,0.0005220668,0.00001854593,0.001759148,0.02146776,0.0004479759,0.003926938,0.02209064,0.9482344,0.00007900355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07668273,0.003078554,0.4098258,0.09159677,0.02544904,0.002436595,0.0004888247,0.01062076,0.3798209],"genre_scores_gemma":[0.282331,0.002815347,0.29027,0.0322788,0.00183236,0.00334637,0.0005874286,0.002009147,0.3845296],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04562613,"threshold_uncertainty_score":0.1526346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08887856546681339,"score_gpt":0.3886192889153502,"score_spread":0.2997407234485368,"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."}}