{"id":"W2234278633","doi":"10.3138/cmlr.2494","title":"L2 Academic Discourse Socialization through Oral Presentations: An Undergraduate Student’s Learning Trajectory in Study Abroad","year":2015,"lang":"en","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Foreign Affairs and International Trade Canada","keywords":"Socialization; Appropriation; Sophistication; Context (archaeology); Psychology; Presentation (obstetrics); Citizen journalism; Pedagogy; Qualitative research; Mathematics education; Sociology; Social psychology; Political science; Social science; Linguistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001149582,0.0003187185,0.0005145111,0.0002769098,0.0004321026,0.0001851535,0.000404388,0.00009088145,0.0001492507],"category_scores_gemma":[0.0006418494,0.0003118762,0.00009290181,0.0001786992,0.0002215168,0.0006676755,0.0000339527,0.0007467321,0.0000293975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005840101,"about_ca_system_score_gemma":0.0002897349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4614877,"about_ca_topic_score_gemma":0.9429587,"domain_scores_codex":[0.9970506,0.001108587,0.0004836878,0.0004702684,0.0001734599,0.0007133922],"domain_scores_gemma":[0.9986746,0.0001164768,0.0001898421,0.0003222709,0.0001357162,0.000561134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000801415,0.0001113193,0.03646859,0.0004662099,0.00008412405,0.0005481034,0.9413442,0.0006362521,0.00004616908,0.006075019,0.001553531,0.01265847],"study_design_scores_gemma":[0.001812531,0.0005122612,0.02788155,0.004199009,0.0004634837,0.00009602031,0.8216513,0.003023265,0.000003187684,0.002919278,0.1358606,0.00157749],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593208,0.03095936,0.0000782001,0.0006526552,0.0002642922,0.0007672311,0.00006052657,0.0001416411,0.007755245],"genre_scores_gemma":[0.9908795,0.001482058,0.0000799762,0.0004397438,0.0004874972,0.00009063548,0.0003489183,0.00008467169,0.006107023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.481471,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06471311758929556,"score_gpt":0.3539836569509958,"score_spread":0.2892705393617002,"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."}}