{"id":"W2901568366","doi":"10.21832/9781847691149-013","title":"Chapter 9. Language Socialization in a Canadian Secondary School Course: Talking About Current Events","year":2008,"lang":"en","type":"book-chapter","venue":"Multilingual Matters eBooks","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Socialization; Current (fluid); Mathematics education; Psychology; Pedagogy; Developmental psychology; Engineering; Electrical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002385065,0.0005242944,0.0004932691,0.0005598353,0.0005259892,0.0001724744,0.0002680958,0.0002431888,0.007333838],"category_scores_gemma":[0.00003803694,0.0005627078,0.0002116568,0.000006141433,0.0001804677,0.00009740503,0.00005928807,0.001435156,0.0004006121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512168,"about_ca_system_score_gemma":0.0004413587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1372367,"about_ca_topic_score_gemma":0.4956031,"domain_scores_codex":[0.9979227,0.00005086094,0.0005426117,0.0005354882,0.0003133898,0.0006349055],"domain_scores_gemma":[0.998957,0.00005966868,0.0003019122,0.0003117888,0.00007246828,0.0002972068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003637555,0.00004328343,0.0004694459,0.000322677,0.0002345551,0.001006934,0.3974951,0.0000160819,0.0000232619,0.02362367,0.004561171,0.5721675],"study_design_scores_gemma":[0.0006502763,0.00002872219,0.0002277591,0.001365271,0.00006812471,0.00002650914,0.003219294,0.00008126879,0.00001065764,0.0001661427,0.9932805,0.000875462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05990254,0.004673573,0.000003149788,0.0001680172,0.002285232,0.0006352138,0.0003102805,0.0002318951,0.9317901],"genre_scores_gemma":[0.5333072,0.00004864833,0.00002070279,0.003103753,0.001917286,0.00002400852,0.0003424132,0.0002253813,0.4610106],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9887193,"threshold_uncertainty_score":0.9996824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341729308398846,"score_gpt":0.2658775392458158,"score_spread":0.2424602461618273,"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."}}