{"id":"W2105482844","doi":"10.1111/imig.12139","title":"Recruiting High Skill Labour in North America: Policies, Outcomes and Futures","year":2013,"lang":"en","type":"article","venue":"International Migration","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Immigration; Consolidation (business); Immigration policy; Labour economics; Political science; Economics; Business; Demographic economics; 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":[0.0001034039,0.00007229732,0.00008211298,0.0001294588,0.0001379195,0.0001734802,0.0001200018,0.00004700722,0.000391469],"category_scores_gemma":[0.0002793163,0.00006611825,0.00002093518,0.0002060869,0.00006545733,0.0004094311,0.00002000647,0.0000782549,0.00004013645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008668996,"about_ca_system_score_gemma":0.00004057718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06564226,"about_ca_topic_score_gemma":0.4502559,"domain_scores_codex":[0.999228,0.00006955793,0.0001889469,0.0001316001,0.0002512026,0.0001306832],"domain_scores_gemma":[0.9995567,0.00008333611,0.00009043744,0.0000550017,0.0001642312,0.000050308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005046536,0.00005571176,0.8250484,0.000002174591,0.00001586366,0.000001104841,0.04695624,0.0002050867,0.0001050423,0.09191915,0.001852994,0.03383313],"study_design_scores_gemma":[0.0001889126,0.000009929558,0.9396575,0.00000551585,0.000001168196,3.062763e-7,0.008374861,0.001316379,0.000009472863,0.001478595,0.04886377,0.00009355604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830275,0.00003424761,0.0001075489,0.01433386,0.0002938196,0.0001862381,0.000020213,0.00003883271,0.001957746],"genre_scores_gemma":[0.9941623,0.0004358699,0.0004926147,0.00141239,0.0002010387,0.00003899001,0.00007285369,0.00000530201,0.003178591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3846136,"threshold_uncertainty_score":0.9405797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112619649536872,"score_gpt":0.2922167021213793,"score_spread":0.2809547371676921,"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."}}