{"id":"W4400486439","doi":"10.1080/15505170.2024.2373134","title":"Becoming a language teacher educator: An outsider perspective","year":2024,"lang":"en","type":"article","venue":"Journal of Curriculum and Pedagogy","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Perspective (graphical); Sociology; Pedagogy; Mathematics education; Linguistics; Psychology; Computer science; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004686466,0.0001144474,0.0001896345,0.0001732578,0.0001881564,0.0003674424,0.00008637618,0.00003794107,0.001683339],"category_scores_gemma":[0.00005939799,0.00008058859,0.0001044022,0.00002242115,0.00007328215,0.0004003968,0.00001756819,0.0005702207,0.00002468192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004216671,"about_ca_system_score_gemma":0.0001098871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009592662,"about_ca_topic_score_gemma":0.000442421,"domain_scores_codex":[0.9992322,0.0001200934,0.0002224885,0.0001266866,0.0001408036,0.0001577485],"domain_scores_gemma":[0.9995791,0.00005370069,0.00009704587,0.00007069716,0.00009257583,0.0001068534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001121681,0.0001774376,0.002596124,0.0000597369,0.0001314348,0.0001505599,0.8604687,0.000006282865,0.0001328818,0.09768337,0.007370557,0.03121166],"study_design_scores_gemma":[0.0002485969,0.0003337995,0.0004831891,0.0002050974,0.0001190364,0.0004158289,0.6767496,0.000475997,0.00001084013,0.001576162,0.319175,0.0002069148],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500081,0.01351747,0.00003974152,0.001621877,0.001155295,0.00003163303,0.00000263243,0.00004220757,0.03358108],"genre_scores_gemma":[0.9880583,0.00005090388,0.0000860621,0.0001247387,0.003941452,8.890879e-7,0.000001033756,0.0000195643,0.00771704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3118044,"threshold_uncertainty_score":0.9992293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03111650711868084,"score_gpt":0.366559639085332,"score_spread":0.3354431319666512,"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."}}