{"id":"W7095669398","doi":"","title":"QED Queen’s Economics Department Working Paper No. 1285 Immigrant Selection Systems and Occupational Outcomes of International Medical Graduates in Canada and the United","year":2011,"lang":"en","type":"article","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nomination; IMG; Point system; Immigration; Work (physics); Selection (genetic algorithm)","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":[0.001418765,0.0002784474,0.001034549,0.002123945,0.00169622,0.003728633,0.0009746598,0.001071862,0.09120232],"category_scores_gemma":[0.007513742,0.0002408515,0.000670461,0.005082889,0.0006037339,0.0009659537,0.001006521,0.001062837,0.006310201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02299014,"about_ca_system_score_gemma":0.03401153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9141578,"about_ca_topic_score_gemma":0.8922833,"domain_scores_codex":[0.999193,0.00006235246,0.00004887058,0.00008828507,0.0003147377,0.0002928546],"domain_scores_gemma":[0.9942088,0.001339196,0.0004156065,0.0002920949,0.002855625,0.0008886135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001207839,0.00008055427,0.05061365,0.0003513191,0.00009151852,0.0001499429,0.0007375277,0.002587751,0.00008730667,0.05252718,0.8517637,0.04088867],"study_design_scores_gemma":[0.000210391,0.00005282467,0.2977927,0.000806212,0.0001247185,0.0001087675,0.00362544,0.004822648,0.0004603613,0.01154925,0.6803217,0.0001250326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1126477,0.01497212,0.002191447,0.1188473,0.003188155,0.0005557277,0.3611692,0.000491302,0.385937],"genre_scores_gemma":[0.4696371,0.01808017,0.001989709,0.004788541,0.0009095625,0.0003728105,0.05768115,0.0003338179,0.4462071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09120232,"threshold_uncertainty_score":0.3051022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941621469334672,"score_gpt":0.2487879370297873,"score_spread":0.2293717223364405,"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."}}