{"id":"W2323398678","doi":"10.14288/1.0078108","title":"Voices from across cultures: language socialization among college students in an English literature classroom and its ESL adjunct course","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adjunct; Socialization; Psychology; Pedagogy; Course (navigation); Linguistics; Mathematics education; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.002760401,0.0006526673,0.000799523,0.001818785,0.01269585,0.01137682,0.001520163,0.001368148,0.002703253],"category_scores_gemma":[0.00709958,0.0005345402,0.0003273517,0.001052352,0.006147513,0.003230763,0.007951768,0.002860717,0.0003551251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117327,"about_ca_system_score_gemma":0.003798891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03904106,"about_ca_topic_score_gemma":0.08413898,"domain_scores_codex":[0.9959519,0.001916935,0.0001258962,0.0003961007,0.0006689357,0.0009403264],"domain_scores_gemma":[0.9947537,0.001785781,0.0007469651,0.0001750017,0.0007133037,0.001825274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000182822,0.00008520112,0.01353125,0.00002191865,0.000006592581,0.0005431758,0.977176,0.000009004899,0.00131035,0.0002467802,0.0002828115,0.006768722],"study_design_scores_gemma":[0.000001231482,0.00002717536,0.004352009,0.00001292364,0.000003409979,0.00009356209,0.9933465,0.00001898882,0.0001531184,0.00004193328,0.00194148,0.000007741085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954593,0.0001696775,0.0001236341,0.0006557239,0.00003409385,0.00001849259,0.00001100163,0.000008317463,0.00351987],"genre_scores_gemma":[0.9974859,0.0002409544,0.0001066494,0.0003231564,0.00002325462,0.00001980649,0.00001296496,0.00001215939,0.001775127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03904106,"threshold_uncertainty_score":0.0776276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00660263305545834,"score_gpt":0.2204970539963947,"score_spread":0.2138944209409364,"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."}}