{"id":"W4384210555","doi":"10.23977/aetp.2023.070617","title":"Practice and Innovation on Task-driven English Teaching Based on Flipped Classroom","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":"Flipped classroom; Mathematics education; College English; Aptitude; Beijing; Task (project management); Autonomous learning; Subjectivity; Computer science; Teaching method; Teaching and learning center; Psychology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002508176,0.000117537,0.0001463269,0.002052778,0.0004623187,0.0000167349,0.0001854003,0.0002884659,0.00002282951],"category_scores_gemma":[0.01093114,0.0001242776,0.000009403472,0.002889955,0.0006435125,0.0003029298,0.00002763905,0.0008281514,0.00001727804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007204928,"about_ca_system_score_gemma":0.0001082221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008614458,"about_ca_topic_score_gemma":0.00003776397,"domain_scores_codex":[0.998232,0.0006617056,0.0002436888,0.0004204832,0.0001645006,0.0002776008],"domain_scores_gemma":[0.9971453,0.002306431,0.0001655952,0.0001904835,0.0001691277,0.00002305641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005807137,0.0001456745,0.04252182,0.000004796171,0.00000520725,0.000002041792,0.002054824,0.00003992948,0.0001347034,0.9035857,0.0007043813,0.05074283],"study_design_scores_gemma":[0.000553871,0.0002494805,0.03662975,0.0000463377,0.000004211678,0.000003989584,0.003901646,0.00007491486,0.00002043181,0.3917837,0.5665439,0.0001877828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6603162,0.0002623303,0.003042338,0.1665492,0.00261991,0.0004230794,0.000008962905,0.000400443,0.1663776],"genre_scores_gemma":[0.9715301,0.0002672173,0.02218348,0.005264578,0.000253969,0.0001012992,0.00002517822,0.00001216733,0.0003619482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658395,"threshold_uncertainty_score":0.9974002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520332373170993,"score_gpt":0.4677712312618031,"score_spread":0.4325679075300932,"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."}}