{"id":"W3200838834","doi":"10.3138/cmlr-2020-0106","title":"Pedagogies in the Act: Movements of Teacher-Becomings in Second Language Education","year":2021,"lang":"fr","type":"article","venue":"Canadian Modern Language Review/ La Revue canadienne des langues vivantes","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Humanities; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001202318,0.0005266518,0.001100132,0.0005586869,0.0002248005,0.0001927228,0.0007729684,0.0001661458,0.004196723],"category_scores_gemma":[0.001117123,0.0004780507,0.0003424634,0.0005520665,0.0006906204,0.0003812756,0.0001008587,0.0005922977,0.00003120178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008589472,"about_ca_system_score_gemma":0.001031541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5690086,"about_ca_topic_score_gemma":0.9912027,"domain_scores_codex":[0.996398,0.0007125057,0.0009588088,0.0006295359,0.0001936886,0.0011075],"domain_scores_gemma":[0.9977421,0.0003627115,0.0003454554,0.0009792767,0.0002502578,0.0003202088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008365892,0.000434027,0.004081519,0.01219253,0.0003801694,0.004816746,0.7689722,0.00001341421,0.0007723484,0.02675865,0.007025975,0.1745441],"study_design_scores_gemma":[0.000472712,0.00005861408,0.01342844,0.01856508,0.0004668645,0.0002663366,0.6463439,0.000125653,0.0001125753,0.000840373,0.3184217,0.0008978217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4820773,0.4564421,0.000001260312,0.00218336,0.0002896578,0.0003800644,0.0006131865,0.00001121276,0.05800189],"genre_scores_gemma":[0.8954872,0.03655719,0.0001595404,0.002904529,0.0006966678,0.000157545,0.000550748,0.00009663203,0.0633899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4221941,"threshold_uncertainty_score":0.9997671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02105741031601175,"score_gpt":0.2787042696182741,"score_spread":0.2576468593022623,"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."}}