{"id":"W2546883299","doi":"10.21810/sfuer.v8i.386","title":"How a Non-Native Speaker Constructs Positive Identities in a Master’s Teacher-Training Program in Canada","year":2015,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Sociocultural evolution; Context (archaeology); Meaning (existential); Psychology; Pedagogy; Sociology; Social psychology; Linguistics; Aesthetics; History","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000288933,0.0001628844,0.0003871167,0.0001150143,0.0000579636,0.0001325911,0.00014937,0.00001257937,0.0008351271],"category_scores_gemma":[0.0003972186,0.0001387399,0.00005523611,0.0001383573,0.00020866,0.0003087962,0.00004483726,0.0001498552,0.00001752094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005478972,"about_ca_system_score_gemma":0.002547535,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2529069,"about_ca_topic_score_gemma":0.9377658,"domain_scores_codex":[0.9987922,0.0001038563,0.0003030503,0.0002171604,0.0003423799,0.0002413193],"domain_scores_gemma":[0.9993062,0.00009062613,0.0001451985,0.0001307281,0.0002585117,0.00006871527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001800889,0.0006615982,0.02958602,0.001897711,0.000630942,0.0001331388,0.3398972,0.00001093773,7.773294e-7,0.3382775,0.1335179,0.1553682],"study_design_scores_gemma":[0.0008657872,0.00009532198,0.01782047,0.01189061,0.0002795777,0.00003034447,0.7213453,0.00005740111,0.000003002098,0.01298002,0.2337037,0.0009284891],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1423202,0.1792944,0.000003474445,0.04094885,0.001509035,0.002184067,0.0001472713,0.00002989905,0.6335628],"genre_scores_gemma":[0.9801109,0.001734895,0.0003033699,0.001236742,0.0004652757,0.0004312803,0.0001048167,0.00001749778,0.01559524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8377907,"threshold_uncertainty_score":0.9144056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0776528947567697,"score_gpt":0.3254157014254258,"score_spread":0.2477628066686561,"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."}}