{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001738611,0.00005953953,0.0002167589,0.00003126248,0.0004614822,0.0006282874,0.0002305445,0.0001063499,0.0002314782],"category_scores_gemma":[0.00003242597,0.0001563937,0.00005403054,0.0000798327,0.0001167544,0.0008957558,0.00004625422,0.0002510844,0.000002394366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000322051,"about_ca_system_score_gemma":0.0000165877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06526755,"about_ca_topic_score_gemma":0.8159533,"domain_scores_codex":[0.99907,0.0001185836,0.0001096038,0.0002987495,0.0002033293,0.0001997236],"domain_scores_gemma":[0.9995217,0.00003110444,0.0001156404,0.0001138179,0.0001416362,0.00007611085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002285366,0.0003795193,0.1224824,0.0000526479,0.00005707851,0.0004856439,0.7860219,0.000009074757,0.00007619693,0.00005323852,0.00162976,0.08872969],"study_design_scores_gemma":[0.0009285822,0.0000632314,0.7708016,0.0002484497,0.00002292361,0.000001576911,0.2271951,0.0001032721,3.325208e-7,0.00004723756,0.0004413702,0.0001463161],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960706,0.001858892,0.000002163649,0.00002372423,0.0001495716,0.000154384,0.0007047506,0.00007738831,0.0009584996],"genre_scores_gemma":[0.9973211,0.00005286422,0.00001432584,0.0001315359,0.0002284461,2.992933e-7,0.0002445466,0.00001005555,0.001996786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7506858,"threshold_uncertainty_score":0.9409569,"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."}}