{"id":"W4413168556","doi":"10.1007/s11218-025-10120-x","title":"Rethinking teaching skills: growth teaching mindsets predict teachers’ positive emotions and effective management in EFL classrooms","year":2025,"lang":"en","type":"article","venue":"Social Psychology of Education","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Sociology of Education; Psychology; Classroom management; Pedagogy; Mathematics education; Teaching method","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001570441,0.000232966,0.0003172504,0.0007022034,0.0004890736,0.0000275062,0.000245485,0.0002873471,0.00006635468],"category_scores_gemma":[0.000185823,0.0002690183,0.00007402109,0.0003536673,0.0002848951,0.0001706564,0.00005469586,0.0008494393,0.000008348257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002169422,"about_ca_system_score_gemma":0.00009129316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006190618,"about_ca_topic_score_gemma":0.0001305731,"domain_scores_codex":[0.9970586,0.001315362,0.0004975508,0.0006290081,0.000142262,0.0003572654],"domain_scores_gemma":[0.998943,0.000341695,0.0002927278,0.0002782088,0.00009016915,0.00005418148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009486137,0.004479021,0.3895721,0.00009743278,0.0004599663,0.000001756774,0.2270917,3.98203e-7,0.0002079247,0.1635017,0.01377496,0.2007182],"study_design_scores_gemma":[0.001016975,0.0001584114,0.9095799,0.0001995776,0.0001251737,0.000003095409,0.03200285,0.000001041137,0.000009557864,0.05622474,0.0005044056,0.0001742677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8266227,0.0002107433,0.001193238,0.004579164,0.003246311,0.0008809475,0.00001063434,0.00004545656,0.1632109],"genre_scores_gemma":[0.9935686,0.00002411904,0.001245154,0.001227301,0.0003146794,0.0003028576,0.0001071296,0.0000232431,0.003186925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5200078,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348644197175225,"score_gpt":0.3871225043808064,"score_spread":0.3736360624090542,"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."}}