{"id":"W4231750965","doi":"10.1017/s026144480625331x","title":"Teacher education","year":2006,"lang":"en","type":"article","venue":"Language Teaching","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Teacher education; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001016221,0.0006666108,0.0005012242,0.001261955,0.002040148,0.004536788,0.0009376326,0.002331609,0.6148969],"category_scores_gemma":[0.003067361,0.0004824794,0.0004509874,0.001632596,0.0005648381,0.00302675,0.003172027,0.002590843,0.4740701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566153,"about_ca_system_score_gemma":0.003344908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007998166,"about_ca_topic_score_gemma":0.02143377,"domain_scores_codex":[0.9989503,0.0001501576,0.00009016254,0.0002124707,0.0004384709,0.0001585084],"domain_scores_gemma":[0.9979162,0.0001783562,0.00009053519,0.0002554306,0.0009738589,0.0005857171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002036722,0.00002222932,0.0002609576,0.0001118504,0.000002351677,0.00005437789,0.0001429309,0.00002112724,0.0001719551,0.004322408,0.8544849,0.1403846],"study_design_scores_gemma":[0.000002357987,0.000006065503,0.0004218696,0.00006909765,6.712244e-7,0.00004739271,0.00009913841,0.000008691697,0.00002963942,0.0003459815,0.9989674,0.000001739633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008284961,0.01399859,0.0007252746,0.01737683,0.007232587,0.00008255889,0.002302712,0.0007624836,0.9566904],"genre_scores_gemma":[0.003342336,0.003695838,0.0003732301,0.001989514,0.0005202583,0.00003652776,0.000789387,0.0001415086,0.9891115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6148969,"threshold_uncertainty_score":0.5493028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00892389622270465,"score_gpt":0.2488759637990055,"score_spread":0.2399520675763008,"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."}}