{"id":"W1483326830","doi":"","title":"Immigrant Source Country Educational Quality and Canadian Labour Market Outcomes","year":2004,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Immigration; Quality (philosophy); Test (biology); Demographic economics; Labour economics; Business; Economics; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004249598,0.0002109365,0.0003758095,0.0004183129,0.0005955589,0.0003660353,0.0005277921,0.0004887169,0.0009387988],"category_scores_gemma":[0.001448139,0.0002364173,0.00008488292,0.0001630765,0.0006308093,0.0001012977,0.0002193504,0.00110372,0.000009186334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002965739,"about_ca_system_score_gemma":0.009261698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5440219,"about_ca_topic_score_gemma":0.978046,"domain_scores_codex":[0.9970885,0.0006393372,0.0005020922,0.0006132534,0.000390846,0.0007659997],"domain_scores_gemma":[0.9979504,0.0006594682,0.0001508478,0.0004646322,0.0001965273,0.0005781317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006857592,0.0002433005,0.6312369,0.0003224888,0.0001853645,0.0000143563,0.03752211,0.00479136,0.000004492257,0.2717858,0.0008605848,0.05296468],"study_design_scores_gemma":[0.0004814426,0.00001295506,0.6262976,0.0001101173,0.000006670165,0.000001646117,0.01547221,0.001108997,4.943568e-7,0.01593192,0.3400159,0.0005601004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8323962,0.0001589396,0.000001712617,0.01776786,0.0005225028,0.0006722581,0.0004851416,0.00002824403,0.1479671],"genre_scores_gemma":[0.9498797,0.008912206,0.0001930866,0.0009133709,0.0002766297,0.0001077581,0.0001328437,0.00003358453,0.03955081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4340241,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02851851687163216,"score_gpt":0.3630418579705651,"score_spread":0.3345233410989329,"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."}}