{"id":"W2154065682","doi":"10.18806/tesl.v27i1.1033","title":"Mentoring EFL Preservice Teachers in EFL Writing","year":2009,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vietnamese; Psychology; Cronbach's alpha; English as a foreign language; Mathematics education; Perception; Pedagogy; Professional development; Medical education; Psychometrics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00810362,0.0002526033,0.0002218786,0.0007999247,0.002687465,0.003586008,0.0008468255,0.000856775,0.003768757],"category_scores_gemma":[0.03034749,0.0002245536,0.0002741001,0.0004185113,0.0009050511,0.001730095,0.004032365,0.00148868,0.0011165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176427,"about_ca_system_score_gemma":0.005399917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002284526,"about_ca_topic_score_gemma":0.008685896,"domain_scores_codex":[0.9953589,0.00282349,0.0001412724,0.0001746156,0.000731886,0.0007698335],"domain_scores_gemma":[0.9793618,0.004748832,0.00249953,0.00139161,0.002954089,0.009044145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001610382,0.004045631,0.1896121,0.0003996189,0.00004580668,0.002178675,0.1162645,0.0006100474,0.009100405,0.001573163,0.01535637,0.6606526],"study_design_scores_gemma":[0.0002295616,0.003440443,0.3433088,0.001345671,0.0001384429,0.006012449,0.4519067,0.002892434,0.0182239,0.005979128,0.1663489,0.0001734308],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759461,0.0005867236,0.0033066,0.005806912,0.0001232851,0.0002000564,0.00003074971,0.0001413706,0.01385819],"genre_scores_gemma":[0.9860597,0.0004749209,0.005118569,0.0009005464,0.00005058224,0.00007772318,0.00004563571,0.00001489034,0.007257494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00810362,"threshold_uncertainty_score":0.04285657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520588491521517,"score_gpt":0.2417278623377805,"score_spread":0.2165219774225653,"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."}}