{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003947513,0.0001406058,0.0001209801,0.0003353555,0.0005066775,0.0001313034,0.0003440907,0.0001114159,0.0001725959],"category_scores_gemma":[0.000814733,0.0001526355,0.00005689733,0.0009541126,0.00007537653,0.0005701883,0.0001452945,0.0001821867,0.00004125867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140347,"about_ca_system_score_gemma":0.001092035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6947262,"about_ca_topic_score_gemma":0.9966034,"domain_scores_codex":[0.997727,0.0002002814,0.0003923413,0.0002957431,0.001109306,0.000275369],"domain_scores_gemma":[0.9989184,0.0003000878,0.0001723053,0.0001208806,0.0003851118,0.000103265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002303574,0.0001284978,0.8583189,0.00001406959,0.00004817915,0.00001964713,0.07140562,0.01056955,0.0006094698,0.02213404,0.02803341,0.008695554],"study_design_scores_gemma":[0.0004213533,0.00001486842,0.9090295,0.00006453642,0.000009514744,5.093038e-7,0.008542252,0.04885393,0.00007329959,0.002113216,0.03074857,0.0001284843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868969,0.00001545401,0.0004500779,0.006835337,0.001341198,0.0004231276,0.00004971699,0.0001194586,0.00386869],"genre_scores_gemma":[0.9917793,0.0001238167,0.00007484719,0.000276219,0.0003072809,0.00009099554,0.001164146,0.00001488932,0.0061685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3018772,"threshold_uncertainty_score":0.6224297,"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."}}