{"id":"W2744729413","doi":"10.18260/1-2--28372","title":"Flipping the Foundation: A Multi-Year Flipped Classroom Study for a Large-Scale Introductory Programming Course","year":2018,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Flipped classroom; Class (philosophy); Computer science; Multimedia; Mathematics education; Blended learning; Variety (cybernetics); Scale (ratio); Educational technology; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01080499,0.000141351,0.000183765,0.00006581022,0.002544666,0.0002389467,0.0004457058,0.00007333675,0.0002606384],"category_scores_gemma":[0.00165382,0.0001027648,0.00006887261,0.0006221737,0.0004294231,0.0002606433,0.0000985474,0.000232014,0.00006766339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001518849,"about_ca_system_score_gemma":0.0002634229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004398379,"about_ca_topic_score_gemma":0.01025647,"domain_scores_codex":[0.9972568,0.001095338,0.0002908795,0.0003896813,0.0004103968,0.0005568963],"domain_scores_gemma":[0.9983494,0.0004244701,0.0001467499,0.0003659862,0.0006537045,0.00005970215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001642807,0.002703873,0.1456963,0.00002800695,0.0002976092,0.000001559713,0.5599253,0.000001894435,0.000958857,0.1376876,0.007715133,0.1448196],"study_design_scores_gemma":[0.001892573,0.0004617568,0.01874726,0.00001596685,0.00007209756,5.724224e-7,0.3245875,0.001011254,0.0001439556,0.0009475976,0.6517759,0.0003436267],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3298597,0.0000197831,0.6455259,0.006118166,0.002501973,0.004623651,0.000003965524,0.0005250957,0.01082178],"genre_scores_gemma":[0.7281448,6.969655e-7,0.2615221,0.0003648046,0.003135649,0.0002419197,0.000004303465,0.00002675489,0.00655888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6440607,"threshold_uncertainty_score":0.9987539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07504356088475178,"score_gpt":0.4333548494688336,"score_spread":0.3583112885840818,"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."}}