{"id":"W4245782079","doi":"10.32920/ryerson.14646036","title":"Is your marriage “legitimate?”: a critical discourse analysis of Canada's policy on marriage fraud","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Immigration; Biopower; Government (linguistics); Orientalism; Immigration policy; Critical discourse analysis; Political science; Population; Governmentality; Sociology; Control (management); Law; Political economy; Geography; Politics; Economics","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":[0.02073918,0.0008989028,0.0008460751,0.007001392,0.07315153,0.02325086,0.003882573,0.007026488,0.002424872],"category_scores_gemma":[0.03744259,0.0005533266,0.00055583,0.01046222,0.05218334,0.00559374,0.007458387,0.009658716,0.0002035529],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2977554,"about_ca_system_score_gemma":0.27106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9753408,"about_ca_topic_score_gemma":0.9661782,"domain_scores_codex":[0.9831163,0.007413417,0.0004406008,0.001070943,0.004499549,0.003459153],"domain_scores_gemma":[0.9620789,0.02529624,0.001565149,0.0005766975,0.008085614,0.002397404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000298671,0.00002501876,0.001459041,0.0001027736,0.000005879526,0.0004748501,0.8697549,0.0001195572,0.0001933074,0.1162144,0.006303939,0.005316547],"study_design_scores_gemma":[0.00001042379,0.0000100375,0.002888777,0.0006435273,0.00002101608,0.00008336527,0.8737432,0.0003587109,0.000389462,0.005753354,0.1160569,0.00004115663],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6504564,0.01042967,0.003300249,0.1626794,0.0009404696,0.0003654017,0.0004563257,0.00005422811,0.1713178],"genre_scores_gemma":[0.9828881,0.002325219,0.0009940619,0.005332293,0.00008977847,0.00009322166,0.00008203935,0.00003752323,0.008157855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2977554,"threshold_uncertainty_score":0.8145041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024098124801724,"score_gpt":0.3924345875427884,"score_spread":0.3621936062947712,"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."}}