{"id":"W2058796703","doi":"10.1086/677740","title":"Quality of Work Experience and Economic Development: Estimates Using Canadian Immigrant Data","year":2014,"lang":"en","type":"article","venue":"Journal of Human Capital","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Immigration; Human capital; Earnings; Work (physics); Quality (philosophy); Economics; Demographic economics; Labour economics; Capital (architecture); Economic growth; Geography; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009669041,0.00004969991,0.0001425001,0.00007533142,0.0002609419,0.00006194915,0.0002588727,0.00003335746,0.0001112323],"category_scores_gemma":[0.000115235,0.00004583109,0.00002303331,0.00004039105,0.0001559555,0.0002944278,0.0000271089,0.00006246346,0.000001353861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105973,"about_ca_system_score_gemma":0.0004037148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05977184,"about_ca_topic_score_gemma":0.6307853,"domain_scores_codex":[0.9992639,0.00006201361,0.0003411898,0.00007599132,0.0001330247,0.000123873],"domain_scores_gemma":[0.9993569,0.00004658259,0.0002754393,0.0001038577,0.00006011416,0.0001570779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002773769,0.00005841747,0.3713331,0.00003230388,0.00009452526,0.000008167894,0.5566772,0.0002369356,0.001883006,0.06408533,0.0005700592,0.004993182],"study_design_scores_gemma":[0.001682587,0.0001764228,0.8121554,0.0003041732,0.00007566463,0.00003347344,0.1402603,0.003256914,0.0005096413,0.005404488,0.03518888,0.0009520946],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999223,0.0001062837,0.0001219006,0.00009781429,0.0001159697,0.00002736805,0.000007128021,0.00000220743,0.0002983582],"genre_scores_gemma":[0.9979488,0.00001473065,0.001883185,0.00002572006,0.00008610051,1.282223e-7,0.00000269708,0.00000324191,0.00003541768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5710135,"threshold_uncertainty_score":0.9464892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06409410953704836,"score_gpt":0.3565597556500933,"score_spread":0.2924656461130449,"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."}}