{"id":"W4255681839","doi":"10.1017/s0261444806254119","title":"Teacher education","year":2007,"lang":"en","type":"article","venue":"Language Teaching","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teacher education; Sociology; Pedagogy; Social studies; Multicultural education; Multiculturalism; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001288533,0.00003982855,0.00003767491,0.0000937073,0.0003337302,0.00003023472,0.0001102352,0.000082197,0.000455911],"category_scores_gemma":[0.0006967534,0.00003866368,0.00002039063,0.00009082802,0.00004799767,0.0001193051,0.000006853902,0.0002381484,0.00009461128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005241,"about_ca_system_score_gemma":0.0001121641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004636371,"about_ca_topic_score_gemma":0.005679553,"domain_scores_codex":[0.9994978,0.00007471695,0.00008433733,0.00008713303,0.000107752,0.0001482645],"domain_scores_gemma":[0.9997319,0.0000553388,0.00003765461,0.0001101183,0.00001904433,0.00004596175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001212186,0.0000988829,0.01145997,0.000001140597,0.000002137602,8.91156e-7,0.1349338,3.967515e-8,0.001327222,0.2764013,0.00388694,0.5718865],"study_design_scores_gemma":[0.00007547491,0.00001059216,0.008625485,0.00001744076,0.0000080618,0.000002622766,0.6793211,0.000005911915,0.001029534,0.002632292,0.3081312,0.0001403374],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5788733,0.0001091059,0.002702945,0.002072062,0.000349125,0.00005971299,1.046226e-7,0.0002045216,0.4156291],"genre_scores_gemma":[0.9710054,0.00000228956,0.002855989,0.0007266121,0.000530869,0.000004189169,0.000006518918,0.000005130008,0.02486304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5717461,"threshold_uncertainty_score":0.7008836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212447215144045,"score_gpt":0.3755345597830961,"score_spread":0.3634100876316556,"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."}}