{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00241051,0.0001034378,0.0001352194,0.00003571241,0.0002544704,0.00009294858,0.0005810336,0.00005741696,0.001245449],"category_scores_gemma":[0.0002886416,0.00007702297,0.00004036427,0.0006066237,0.0001452882,0.0001871968,0.0001070521,0.0003954216,0.006172571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589378,"about_ca_system_score_gemma":0.00005917183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004002013,"about_ca_topic_score_gemma":0.00007604263,"domain_scores_codex":[0.998072,0.0009409166,0.0001386408,0.0001688354,0.0003205359,0.000359076],"domain_scores_gemma":[0.9993817,0.0001578049,0.00005120479,0.0002832784,0.00006854944,0.00005751931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002017202,0.000645495,0.03236543,0.000006930308,0.00006660674,0.000002103385,0.3349119,0.0001106995,0.0306968,0.1787439,0.1260069,0.296423],"study_design_scores_gemma":[0.001108153,0.000145349,0.2429376,0.0001044971,0.00005477126,7.937167e-7,0.02750531,0.001390584,0.002963295,0.3757333,0.3464167,0.001639622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7001953,0.000005852623,0.001906325,0.008909589,0.0001099271,0.0004286712,9.930694e-7,0.00009438566,0.288349],"genre_scores_gemma":[0.9340383,5.800841e-7,0.003538551,0.001369506,0.0008862735,0.00006189939,0.000001440509,0.00002551899,0.06007793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3074066,"threshold_uncertainty_score":0.9996675,"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."}}