{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001492665,0.00007616634,0.0001236732,0.00008996973,0.001268676,0.0001022726,0.0005131632,0.00003904857,0.0001980105],"category_scores_gemma":[0.0003089906,0.00005488774,0.00007181298,0.0007631638,0.0001119806,0.00006342559,0.00001023692,0.0002459707,0.00002357968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003330187,"about_ca_system_score_gemma":0.0009896575,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7575167,"about_ca_topic_score_gemma":0.8416845,"domain_scores_codex":[0.9977602,0.001069669,0.000274073,0.0001363696,0.0004359201,0.0003237673],"domain_scores_gemma":[0.9992492,0.0002578725,0.00006221194,0.0002386009,0.00008157089,0.0001105239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004034952,0.00002943943,0.0008127062,0.00003110542,0.000004480119,0.000002721265,0.8201653,0.000006398932,0.00004261627,0.170909,0.004228096,0.003764138],"study_design_scores_gemma":[0.0002363497,0.0001979102,0.02467692,0.0001315067,0.0000266748,0.00001592875,0.8813102,0.0001570731,0.00001872537,0.003844482,0.08915795,0.000226325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8246871,0.0003547613,0.00003649998,0.119984,0.00140237,0.001187118,0.00006244861,0.000046011,0.05223968],"genre_scores_gemma":[0.9952007,0.000001685409,0.00003915968,0.004243608,0.0002142624,0.00009283252,0.000002250664,0.000006546762,0.0001989858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1705135,"threshold_uncertainty_score":0.9757756,"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."}}