{"id":"W2020754583","doi":"10.1007/s12134-010-0138-4","title":"Admission and Employment Criteria Discrepancies: Experiences of Skilled Immigrants in Toronto","year":2010,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"PotashCorp (Canada); University of Saskatchewan","funders":"","keywords":"Credential; Immigration; Demographic economics; Work (physics); Sample (material); Work experience; Sociology; Political science; 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":[0.0006567649,0.0003095537,0.0004504979,0.0007412399,0.007490423,0.002383307,0.000785139,0.0009874668,0.003155717],"category_scores_gemma":[0.003606527,0.00040414,0.0002777665,0.001980445,0.001961542,0.0006771068,0.003321455,0.001524053,0.0002257379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0128766,"about_ca_system_score_gemma":0.01044213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7731905,"about_ca_topic_score_gemma":0.9123857,"domain_scores_codex":[0.9988254,0.000234883,0.00009210643,0.00006549462,0.0001825498,0.0005995798],"domain_scores_gemma":[0.9973568,0.000315434,0.0004446897,0.00005160685,0.0004304871,0.001401046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002445217,0.00016372,0.4398498,0.0000824233,0.00003495752,0.008543834,0.5392139,0.0001077258,0.00098459,0.0005210118,0.001922203,0.008331404],"study_design_scores_gemma":[0.00000605839,0.00008836475,0.2661491,0.00004918473,0.00001441686,0.0006186944,0.7303416,0.00008833635,0.0001002909,0.00005962163,0.002457039,0.00002732149],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986944,0.00008999917,0.000008775648,0.0003463155,0.00001003731,0.000007201372,0.00004460703,0.000001148805,0.0007976572],"genre_scores_gemma":[0.998706,0.0001489023,0.0000171166,0.000117312,0.000005286303,0.000005444884,0.0000473226,0.000002240651,0.0009504141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2268095,"threshold_uncertainty_score":0.4562904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126997189025302,"score_gpt":0.3464016769035544,"score_spread":0.3351317050133014,"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."}}