{"id":"W4245994562","doi":"10.32920/ryerson.14655942","title":"Women as sponsors : gendering Canadian family class immigration policy","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Immigration policy; Family reunification; Immigration law; Political science; Gender studies; Demographic economics; Economic growth; Sociology; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00307885,0.00035261,0.0003022348,0.001373,0.03504797,0.006724241,0.00113069,0.001383592,0.006582028],"category_scores_gemma":[0.005256717,0.0002659986,0.0002020433,0.002112037,0.009509286,0.002327684,0.005068249,0.002184599,0.0002483212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06317841,"about_ca_system_score_gemma":0.06782793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9628625,"about_ca_topic_score_gemma":0.9806981,"domain_scores_codex":[0.9974244,0.0007246411,0.00003268172,0.000163734,0.000518643,0.001135942],"domain_scores_gemma":[0.99678,0.0006269638,0.0003403956,0.0001029328,0.000563971,0.001585828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009147557,0.00004958447,0.02965731,0.00003938084,0.000006156734,0.00107196,0.9064815,0.00009317681,0.0004802746,0.02580386,0.01253292,0.02369236],"study_design_scores_gemma":[0.000008962467,0.00002977009,0.02185911,0.00009780534,0.000007288631,0.0001898928,0.8727499,0.00008966062,0.0001435671,0.0008783638,0.1039184,0.00002734156],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688264,0.002069785,0.0004117489,0.01783196,0.0003171534,0.00005564604,0.000169654,0.00001695822,0.1103007],"genre_scores_gemma":[0.9833213,0.001073198,0.0001322214,0.0006518064,0.00002441027,0.00001401654,0.0000446744,0.0000112724,0.01472706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06317841,"threshold_uncertainty_score":0.4583936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438175157463943,"score_gpt":0.3008355484552338,"score_spread":0.2764537968805943,"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."}}