{"id":"W4376135592","doi":"10.1111/imig.13152","title":"Probationary precarity? Differential inclusion among <scp>post‐graduation</scp> work permit‐holders in Canada","year":2023,"lang":"en","type":"article","venue":"International Migration","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Precarity; Graduation (instrument); Immigration; Inclusion (mineral); Doors; Work (physics); Career Pathways; Political science; Public relations; Business; Demographic economics; Economic growth; Sociology; Medical education; Medicine; Economics; Law; Engineering; Gender studies","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001618234,0.0002050726,0.0004178193,0.002140396,0.006807557,0.003207759,0.002085994,0.0006429201,0.005466106],"category_scores_gemma":[0.007155291,0.0002730854,0.0003619724,0.003209119,0.003434908,0.0009503568,0.003894157,0.001653277,0.0003449775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01661488,"about_ca_system_score_gemma":0.03551547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9664348,"about_ca_topic_score_gemma":0.9854311,"domain_scores_codex":[0.9969199,0.000254686,0.00007948394,0.0002531114,0.0006067809,0.001886084],"domain_scores_gemma":[0.9950148,0.0005919206,0.001258055,0.0002303013,0.0011939,0.001711032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001288333,0.0001161408,0.9409488,0.00003415745,0.00002162657,0.0001901392,0.04000411,0.00008078365,0.000306661,0.001757013,0.001870204,0.01454148],"study_design_scores_gemma":[0.000004062479,0.0000391198,0.9099202,0.0001005957,0.00001038022,0.00007005788,0.08643246,0.0002150793,0.0001725981,0.0002213803,0.00279406,0.00001995762],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996741,0.00009150298,0.00005714392,0.0003905801,0.000008080383,0.00002129072,0.0002788822,0.000003110557,0.002408385],"genre_scores_gemma":[0.9986163,0.00009178352,0.00004924076,0.00005300576,0.000002909093,0.00001126859,0.0001455302,0.000002911186,0.001027109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03356516,"threshold_uncertainty_score":0.12055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310435771886105,"score_gpt":0.2583896195306488,"score_spread":0.2452852618117878,"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."}}