{"id":"W2162054164","doi":"10.5539/ies.v6n6p35","title":"Exploring the Academic Literacy Socialization of Mainland China Undergraduates in a Malaysian Tertiary Institution","year":2013,"lang":"en","type":"article","venue":"International Education Studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Socialization; Institution; Mainland China; Higher education; Literacy; Pedagogy; Information literacy; Reading (process); Internationalization; Psychology; Curriculum; China; Mathematics education; Sociology; Medical education; Public relations; Political science; Social science; Social psychology; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001621799,0.0001074838,0.000145966,0.0002362015,0.0001863879,0.00008710862,0.000185316,0.00001368346,0.0002271405],"category_scores_gemma":[0.0003218885,0.00007409917,0.00005724626,0.00009176824,0.0003051944,0.001067305,0.00007330142,0.0001091888,0.0000363172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009863974,"about_ca_system_score_gemma":0.00005339775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123645,"about_ca_topic_score_gemma":0.0004344241,"domain_scores_codex":[0.9991173,0.00005266911,0.0003585623,0.0001402308,0.0002248729,0.0001063562],"domain_scores_gemma":[0.9989372,0.00009618307,0.0001763142,0.00009961793,0.0006776645,0.00001298133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001002559,0.0002378283,0.07466415,0.00006638284,0.0006716917,6.171305e-7,0.3655764,0.0001824417,0.00005393528,0.4865853,0.009152482,0.0627987],"study_design_scores_gemma":[0.0003932108,0.00002695063,0.5864946,0.0006197287,0.0001267767,0.000003060807,0.2922662,0.0004283118,0.0001686816,0.08893716,0.03018678,0.0003484609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651197,0.001963411,0.00005317372,0.0133959,0.002676807,0.0001923047,0.000006331147,0.00002192848,0.01657047],"genre_scores_gemma":[0.9946743,0.001280921,0.00005642204,0.0002786008,0.0006440432,0.0003440042,0.00002058686,0.000007543177,0.002693571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5118305,"threshold_uncertainty_score":0.3021676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09294466933201516,"score_gpt":0.3672160896808241,"score_spread":0.274271420348809,"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."}}