{"id":"W1618979430","doi":"10.18806/tesl.v21i2.174","title":"Targeting Language Support for Non-Native English-Speaking Graduate Students at a Canadian University","year":2004,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"English for academic purposes; Language proficiency; English language; Test of English as a Foreign Language; Diversity (politics); Psychology; Scale (ratio); Cultural diversity; First language; Pedagogy; Graduate students; Mathematics education; Medical education; Sociology; Linguistics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001604492,0.0003157829,0.0002518448,0.0006306421,0.008822519,0.002124392,0.001773436,0.0008068944,0.003303984],"category_scores_gemma":[0.006042912,0.0002120022,0.0002492658,0.0005825415,0.00139669,0.0005661648,0.002650279,0.001139074,0.0004533496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01374706,"about_ca_system_score_gemma":0.06323997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7447488,"about_ca_topic_score_gemma":0.9224055,"domain_scores_codex":[0.9981847,0.0003326406,0.00003327616,0.0001021831,0.0002832737,0.001063803],"domain_scores_gemma":[0.9924456,0.0004533211,0.0003218782,0.0001027358,0.001244229,0.005432132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005338482,0.003843106,0.3461596,0.0005356035,0.00004304899,0.004334863,0.3188334,0.0004641481,0.02118826,0.003103614,0.02058,0.2803806],"study_design_scores_gemma":[0.0001012022,0.001948727,0.4317316,0.0002576845,0.00006868191,0.0006687145,0.5069497,0.0006066592,0.004108251,0.0006585933,0.05280308,0.0000969893],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897779,0.0001029475,0.000123365,0.00146551,0.00001902812,0.0001284606,0.00003317427,0.00001811121,0.008331514],"genre_scores_gemma":[0.9930951,0.0002531506,0.0007692819,0.0007674745,0.000009232906,0.00009487752,0.00005310121,0.000006510115,0.004951088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2552512,"threshold_uncertainty_score":0.5135089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826001806085328,"score_gpt":0.2262324022177183,"score_spread":0.207972384156865,"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."}}