{"id":"W4389252274","doi":"10.23977/aetp.2023.071615","title":"Application of Flipped Classroom in Vocational Medical Education Research","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Flipped classroom; Mathematics education; Field (mathematics); Teaching method; Psychology; Medical education; Computer science; Pedagogy; Medicine; 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":[0.00741419,0.0004302258,0.0004401451,0.001755478,0.00099095,0.001326019,0.001154131,0.0006311932,0.006879463],"category_scores_gemma":[0.0156011,0.000197195,0.0006811883,0.001081622,0.00137785,0.001397461,0.002496242,0.0007673414,0.0005487655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535605,"about_ca_system_score_gemma":0.003732835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001331769,"about_ca_topic_score_gemma":0.001867896,"domain_scores_codex":[0.9937929,0.004368595,0.0002358742,0.0005999244,0.0007184142,0.0002843406],"domain_scores_gemma":[0.9871805,0.008338205,0.0006931014,0.001185812,0.002109618,0.0004926517],"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":[0.001028017,0.007241914,0.0307448,0.003105771,0.0001682372,0.001018559,0.02798357,0.002637977,0.01455626,0.0261714,0.002496317,0.8828472],"study_design_scores_gemma":[0.002592171,0.04465413,0.2368169,0.01294509,0.002065219,0.00724861,0.1987766,0.03554512,0.1237219,0.09481383,0.2402434,0.0005768961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8304235,0.003747047,0.1239702,0.001299259,0.0005164553,0.005431847,0.000431345,0.000224938,0.03395551],"genre_scores_gemma":[0.8837308,0.001891171,0.1069567,0.0004357863,0.0001050717,0.003127486,0.0001397711,0.00002924117,0.003583903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00741419,"threshold_uncertainty_score":0.03921044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06066851415131027,"score_gpt":0.5630280040168677,"score_spread":0.5023594898655575,"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."}}