{"id":"W4284685625","doi":"10.31468/dwr.939","title":"Speaking Against Inequity in the Writing Classroom: Challenging the Performance Paradigm for Undergraduate Oral Presentations","year":2022,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dialogic; Privilege (computing); Situated; Pedagogy; Sociology; Psychology; Mentorship; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001221912,0.0002291867,0.0002948839,0.0001236236,0.003094751,0.0003937179,0.000491234,0.00002392925,0.0000749161],"category_scores_gemma":[0.00009262395,0.0001440574,0.0001408734,0.0001278338,0.0005356133,0.0003497725,0.0002887464,0.0004515105,0.000002692767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004426075,"about_ca_system_score_gemma":0.00003941749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001793205,"about_ca_topic_score_gemma":0.001576936,"domain_scores_codex":[0.9981431,0.0002218995,0.0004143095,0.0003398109,0.0003290202,0.0005518841],"domain_scores_gemma":[0.9986765,0.0007489292,0.0001954156,0.0003078763,0.0000439674,0.00002733942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004657124,0.0003346193,0.03330659,0.0001290821,0.0003317249,0.00006440459,0.1287024,0.002888915,0.00001771522,0.7963881,0.003876265,0.03391361],"study_design_scores_gemma":[0.0008448393,0.000145804,0.008068908,0.00008112304,0.0002442062,0.00001497513,0.9507786,0.008958343,0.00001133528,0.006393995,0.02397939,0.0004784915],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498603,0.002857815,0.00009003549,0.01981943,0.0002368194,0.000579512,0.00007633997,0.00007539518,0.0264043],"genre_scores_gemma":[0.9974365,0.0004121085,0.00002585584,0.0008927286,0.0004540916,0.0004280591,0.00007003167,0.000024033,0.0002566459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8220762,"threshold_uncertainty_score":0.9982031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432552324898468,"score_gpt":0.3926831219674869,"score_spread":0.2494278894776401,"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."}}