{"id":"W7133055095","doi":"","title":"Growing as English Language Teachers: A Case Study of International Graduate Students in Toronto","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute","funders":"","keywords":"Construct (python library); Identity (music); Intersectionality; Negotiation; Focus group; Power (physics); Discourse analysis; Qualitative research; Politics; English language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002236625,0.0007714983,0.0008117441,0.001169477,0.0248782,0.005195285,0.002777068,0.002180987,0.005007525],"category_scores_gemma":[0.005057162,0.0007693047,0.0004900059,0.002640828,0.01189939,0.002359183,0.008149686,0.004216067,0.0005729893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03762279,"about_ca_system_score_gemma":0.02082723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5723909,"about_ca_topic_score_gemma":0.8493807,"domain_scores_codex":[0.9959852,0.001461127,0.0001244644,0.0004341663,0.0004907443,0.001504493],"domain_scores_gemma":[0.9951221,0.001181229,0.0003957803,0.0002196901,0.0005383751,0.002542895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001717099,0.00004010852,0.005503132,0.00004645257,0.000002790359,0.003163173,0.9863371,0.00003735863,0.0005149685,0.0007786726,0.0006687113,0.002890394],"study_design_scores_gemma":[0.000002149729,0.00003131991,0.003344127,0.00003274408,0.000003771778,0.0002226894,0.9878657,0.00002600901,0.0001001862,0.00004711798,0.008316933,0.000007231856],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881617,0.0003228111,0.0004846237,0.001512856,0.00004167854,0.0001093188,0.00009004275,0.00001732267,0.009259639],"genre_scores_gemma":[0.987334,0.0005718355,0.0006539581,0.0005784807,0.00001903799,0.0001022931,0.00009245205,0.00003707526,0.01061083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4276091,"threshold_uncertainty_score":0.8602548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06827269667370439,"score_gpt":0.5559216205846179,"score_spread":0.4876489239109135,"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."}}