{"id":"W2133804591","doi":"10.5539/hes.v4n3p38","title":"Data for Flipped Classroom Design: Using Student Feedback to Identify the Best Components from Online and Face-to-Face Classes","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flipped classroom; Blended learning; Face-to-face; Interactivity; Flexibility (engineering); Psychology; Mathematics education; Class (philosophy); Higher education; Modalities; Computer science; Medical education; Educational technology; Multimedia; Sociology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02782099,0.001369119,0.001294637,0.005690195,0.001738327,0.001648079,0.001292827,0.001286175,0.007202457],"category_scores_gemma":[0.1466335,0.0004926047,0.001404777,0.003004429,0.001424013,0.001811823,0.002521222,0.001499542,0.003113522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001445142,"about_ca_system_score_gemma":0.001856468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414738,"about_ca_topic_score_gemma":0.002434214,"domain_scores_codex":[0.9606698,0.02076547,0.005395559,0.003285954,0.008627893,0.001255336],"domain_scores_gemma":[0.8219267,0.09106874,0.0110411,0.01880012,0.05548523,0.001678161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01458131,0.009106083,0.1339493,0.004811603,0.0005942265,0.0004982513,0.03746159,0.002715452,0.03426892,0.002896859,0.0204124,0.738704],"study_design_scores_gemma":[0.004053969,0.04156878,0.587126,0.002493363,0.001055568,0.0007406457,0.04259694,0.02048097,0.1497,0.00881277,0.1405765,0.0007945219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8203734,0.0004509118,0.08123246,0.0005198934,0.0006977992,0.05180711,0.01782168,0.001455392,0.02564122],"genre_scores_gemma":[0.7431071,0.0002209728,0.1476548,0.0006450502,0.0001217603,0.09116603,0.009151956,0.0005958379,0.00733655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02782099,"threshold_uncertainty_score":0.1471332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.464585460245001,"score_gpt":0.5612002796750992,"score_spread":0.09661481943009825,"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."}}