{"id":"W2112488360","doi":"10.18806/tesl.v0i0.1038","title":"Professionalization and Exclusion in ESL Teaching","year":2004,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professionalization; Certification; Context (archaeology); Pedagogy; Psychology; Raising (metalworking); Professional development; Sociology; Empirical research; Political science; Social science; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003310269,0.00006318078,0.00007442843,0.00007378298,0.0006122842,0.0001104038,0.00005179402,0.00001693664,0.005869897],"category_scores_gemma":[0.00009211145,0.00005003042,0.00001131291,0.00001225559,0.00001953991,0.0001496909,0.0000184241,0.0004854625,9.813667e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001605316,"about_ca_system_score_gemma":0.0002760724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.296209,"about_ca_topic_score_gemma":0.5854642,"domain_scores_codex":[0.9994202,0.00006455964,0.0001412166,0.00007211182,0.0001649496,0.0001369672],"domain_scores_gemma":[0.9997827,0.00003395913,0.00006506535,0.00003899357,0.00002068787,0.00005862724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006825412,0.0002035912,0.004552577,0.000119968,0.00006387341,0.001209651,0.5176256,0.003433955,0.0006047987,0.287908,0.01860961,0.1656],"study_design_scores_gemma":[0.003440427,0.0001527617,0.0116264,0.001096318,0.00002813211,0.0007604587,0.07435317,0.0006912348,0.00005563572,0.007762827,0.8993601,0.0006725726],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873964,0.004401314,0.00005509134,0.001389563,0.0004152127,0.00003762728,0.000001448207,0.00001540456,0.006288008],"genre_scores_gemma":[0.9889127,0.00000457123,0.0001005196,0.009676799,0.0004069351,8.056982e-7,0.000003758542,0.000008959309,0.000884923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8807505,"threshold_uncertainty_score":0.9950389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105689281845202,"score_gpt":0.2128416672710872,"score_spread":0.202272739086567,"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."}}