{"id":"W2608421748","doi":"","title":"Transition from Temporary Foreign Workers to Permanent Residents, 1990 to 2014","year":2017,"lang":"en","type":"article","venue":"Analytical Studies Branch Research Paper Series","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Residence; Demographic economics; Temporary work; Business; Political science; Work (physics); Economics; Law; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001732418,0.0001640852,0.0003207692,0.0001359713,0.003601783,0.000593367,0.0006841409,0.000105755,0.0005914272],"category_scores_gemma":[0.002029891,0.0001410501,0.0001024795,0.0003465324,0.0009822934,0.0007394016,0.0002827384,0.0002896664,0.000529306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954213,"about_ca_system_score_gemma":0.000157743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02743756,"about_ca_topic_score_gemma":0.2072965,"domain_scores_codex":[0.9967161,0.0004276077,0.0002932435,0.0004936857,0.001352586,0.0007167175],"domain_scores_gemma":[0.9979175,0.0003783902,0.00004310393,0.000578896,0.000550998,0.0005311241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009280985,0.0001871535,0.1003489,0.00007709579,0.000571628,0.0000967142,0.08636391,0.00009628697,0.000377399,0.105067,0.6977248,0.008160932],"study_design_scores_gemma":[0.0005392291,0.0003778567,0.261762,0.0002565029,0.00005251664,5.314919e-7,0.16846,0.00007514627,0.0000810042,0.02286769,0.5449525,0.0005750699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.765357,0.0009638845,0.0001917641,0.1698737,0.0002761139,0.001033645,0.00008835812,0.0001028577,0.06211273],"genre_scores_gemma":[0.9830657,0.002826074,0.0002511009,0.001488335,0.0005588622,0.0001025828,0.00001750974,0.00001794494,0.01167185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177088,"threshold_uncertainty_score":0.9976954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025039738873016,"score_gpt":0.4317688400117164,"score_spread":0.3292648661244148,"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."}}