{"id":"W4377091361","doi":"10.1590/1678-460x202356227","title":"Trans/plurilingual Pedagogies: A Multiethnography","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Affordance; Multilingualism; Pedagogy; Sociology; English language; Applied linguistics; Mathematics education; Linguistics; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003507237,0.0003359779,0.0003618201,0.0003623216,0.0003611089,0.0005156884,0.0003845217,0.0001995306,0.007890129],"category_scores_gemma":[0.00008515443,0.0002838654,0.0004433588,0.0000297416,0.0001810278,0.00006353114,0.0002123162,0.001410801,0.0002666278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001644419,"about_ca_system_score_gemma":0.00005868879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009720266,"about_ca_topic_score_gemma":0.00810797,"domain_scores_codex":[0.9984412,0.0000932766,0.0003343011,0.000524123,0.0002420587,0.0003650989],"domain_scores_gemma":[0.9990835,0.0001961969,0.0001155036,0.0004661401,0.00006601159,0.00007265801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002063762,0.0000875008,0.0001864327,0.000526379,0.0004157283,0.00008552629,0.9222507,0.0005474238,0.00001235032,0.02053675,0.01398538,0.04134517],"study_design_scores_gemma":[0.0004758447,0.00007600636,0.0000982803,0.0003454451,0.0001452178,0.000002555538,0.2725682,0.001386132,0.00002113149,0.003947843,0.719914,0.001019332],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6281317,0.001807295,0.0008803083,0.001412732,0.008806642,0.0005749183,0.0002123399,0.006039042,0.352135],"genre_scores_gemma":[0.8404986,0.0000467026,0.0004933724,0.0005174697,0.002644395,0.00006419022,0.0002593768,0.0001206524,0.1553553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7059286,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389790665914004,"score_gpt":0.3211217802029385,"score_spread":0.1821427136115381,"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."}}