{"id":"W2065098850","doi":"10.3138/cmlr.63.4.455","title":"Academic Presentations across Post-secondary Contexts: The Discourse Socialization of Non-native English Speakers","year":2007,"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":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Socialization; Presentation (obstetrics); Salient; Psychology; Discourse analysis; Pedagogy; Qualitative research; Sociology; Linguistics; Social psychology; Social science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004944773,0.000613998,0.0007535539,0.002437245,0.01350866,0.007312769,0.002108018,0.001486098,0.003613301],"category_scores_gemma":[0.01151238,0.0003228271,0.0003183444,0.001936935,0.007600095,0.002182627,0.006623759,0.001970112,0.0004409376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00937366,"about_ca_system_score_gemma":0.01013308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07164863,"about_ca_topic_score_gemma":0.1149527,"domain_scores_codex":[0.993847,0.00311856,0.0001960322,0.0005148218,0.00116792,0.00115566],"domain_scores_gemma":[0.9913568,0.004156459,0.0009856076,0.0003627875,0.001292479,0.001845727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001952624,0.00005393418,0.003865732,0.00003642068,0.000002119335,0.001033621,0.9887847,0.00001240862,0.0008582131,0.0003551025,0.0001786449,0.004799495],"study_design_scores_gemma":[0.000002490148,0.00004207038,0.004649107,0.00002215307,0.000002499563,0.0003599024,0.9895723,0.0000370435,0.0003959092,0.0001090396,0.00479836,0.000009104032],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941162,0.0001483045,0.0002087574,0.0004509937,0.00002094915,0.00004243349,0.00002184279,0.000009445402,0.004981013],"genre_scores_gemma":[0.9975111,0.0001286416,0.0001520692,0.00008258859,0.00001275777,0.00002600414,0.00001401504,0.000007226317,0.002065544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07164863,"threshold_uncertainty_score":0.1424631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791547745364751,"score_gpt":0.2964880117111776,"score_spread":0.27857253425753,"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."}}