{"id":"W4411930073","doi":"10.1007/978-3-031-47310-4_2","title":"Reflective Practice in Language Teacher Education","year":2025,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Psychology; Pedagogy; Mathematics education; Sociology; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001069476,0.0002535906,0.0002715426,0.001040892,0.0001321797,0.0001040937,0.0005846745,0.0003861182,0.0009362806],"category_scores_gemma":[0.003296521,0.0003119207,0.0001218971,0.0001343682,0.0002092209,0.0008045179,0.0000879001,0.000629147,0.00006148357],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002112936,"about_ca_system_score_gemma":0.007374444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005164378,"about_ca_topic_score_gemma":0.002073601,"domain_scores_codex":[0.9978188,0.0001621652,0.0005849735,0.0005096565,0.0007217831,0.0002026396],"domain_scores_gemma":[0.9965855,0.0005476392,0.0009788392,0.0003782687,0.001431891,0.00007781087],"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":[0.0001075173,0.0007950136,0.0008243344,0.0000492826,0.0001243752,7.58987e-7,0.02473011,0.00000251504,0.000167001,0.6457078,0.009287272,0.318204],"study_design_scores_gemma":[0.0001505818,0.00002727769,0.0009337948,0.001059512,0.0001009942,0.000002179218,0.009425461,0.000002942924,0.0003356353,0.06025665,0.9274082,0.0002967618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006395532,0.002688123,0.00006568848,0.003085712,0.007374667,0.0007053984,0.00001092292,0.00003955895,0.9853904],"genre_scores_gemma":[0.06637081,0.001271483,0.006012767,0.0005316435,0.001799101,0.0001635771,0.0001172235,0.00004149747,0.9236919],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9181209,"threshold_uncertainty_score":0.999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036319460462183,"score_gpt":0.4280110073936125,"score_spread":0.4076478127889906,"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."}}