{"id":"W4309081630","doi":"10.1002/tesq.3184","title":"Jumping Through Hoops in the Canadian Immigration System: A Critical View of the Immigrant's Journey to Citizenship","year":2022,"lang":"en","type":"article","venue":"TESOL Quarterly","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Citizenship; Immigration; Residence; Naturalization; Sociology; Political science; Injustice; Gender studies; Law; Politics","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":[0.007143334,0.001064309,0.0007333258,0.006471257,0.1015851,0.02151339,0.004886621,0.00565832,0.005049229],"category_scores_gemma":[0.009933454,0.0005214521,0.0006807772,0.007596114,0.05612968,0.006949802,0.01037732,0.01048488,0.0003158115],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2133002,"about_ca_system_score_gemma":0.2531777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902835,"about_ca_topic_score_gemma":0.9947839,"domain_scores_codex":[0.9937558,0.001777429,0.0001259588,0.0004882441,0.001306123,0.002546477],"domain_scores_gemma":[0.9915711,0.002360822,0.0004460644,0.0002089034,0.002998518,0.002414606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001563111,0.00001628416,0.003392511,0.00008316759,0.000005868283,0.0007882328,0.9290679,0.0001171025,0.000119463,0.05150599,0.009192523,0.005695354],"study_design_scores_gemma":[9.388348e-7,0.000005173751,0.001813193,0.0001875491,0.000007266618,0.00008819663,0.962651,0.00005907975,0.0000404212,0.00117078,0.0339526,0.00002380184],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6069894,0.01254082,0.001579721,0.1027788,0.001341433,0.0001809705,0.0004578659,0.00006945535,0.2740615],"genre_scores_gemma":[0.9820998,0.003218391,0.0005827603,0.003969224,0.00007022813,0.00003792294,0.00007708705,0.0000420977,0.009902499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2133002,"threshold_uncertainty_score":0.9124603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08780303852505345,"score_gpt":0.4226506782276277,"score_spread":0.3348476397025743,"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."}}