{"id":"W2097994346","doi":"10.5539/ass.v8n13p181","title":"English Language Proficiency Levels and Needs of International Postgraduate Students: Implications and Recommendations","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Needs analysis; Medical education; Descriptive statistics; Psychology; Mathematics education; Language proficiency; 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":[0.004588039,0.0007209456,0.0006809258,0.001522463,0.00190122,0.002802748,0.001690449,0.002427607,0.006104811],"category_scores_gemma":[0.01216144,0.0003320403,0.0005302161,0.001506047,0.001022524,0.003136074,0.00232736,0.0022661,0.001026574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002124704,"about_ca_system_score_gemma":0.01267423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01858272,"about_ca_topic_score_gemma":0.02765547,"domain_scores_codex":[0.9979505,0.0008393712,0.0002274434,0.0001454107,0.0003641435,0.0004731745],"domain_scores_gemma":[0.9905466,0.004127015,0.0007189906,0.0001133631,0.001611205,0.00288277],"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":[0.000430412,0.001996734,0.4302288,0.004399687,0.0001028395,0.006743019,0.04395879,0.001196428,0.002108325,0.005271687,0.06587503,0.4376884],"study_design_scores_gemma":[0.0000704605,0.0008898276,0.2886503,0.006914623,0.0001721281,0.001611652,0.6481897,0.001579333,0.001418849,0.006368721,0.04397251,0.0001618212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4894422,0.02422967,0.001967449,0.4478325,0.001395539,0.0006294856,0.001417324,0.0001666868,0.03291915],"genre_scores_gemma":[0.9459163,0.02809351,0.006753775,0.00907155,0.0004146374,0.000577833,0.0007391697,0.00003131757,0.008401914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01858272,"threshold_uncertainty_score":0.03694916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03963749738618035,"score_gpt":0.3422754678619938,"score_spread":0.3026379704758134,"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."}}