{"id":"W2444670863","doi":"10.2139/ssrn.2808943","title":"Labour Market Outcomes for Migrant Professionals: Canada and Australia Compared","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Demographic economics; Business; Immigration; Labour economics; Political science; Economics; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001462252,0.00008673096,0.0001351426,0.00003353522,0.0004647176,0.00004039573,0.0001550893,0.00005030148,0.0002485039],"category_scores_gemma":[0.0002026445,0.00005327178,0.00004299433,0.00007452651,0.00005972118,0.0001167137,0.000009802171,0.0002523494,0.000001628486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007304381,"about_ca_system_score_gemma":0.004998218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2371229,"about_ca_topic_score_gemma":0.9971429,"domain_scores_codex":[0.9981494,0.0001409884,0.0001842677,0.000111672,0.0002747749,0.001138902],"domain_scores_gemma":[0.9993911,0.0001776167,0.0001114713,0.00005942899,0.000129904,0.0001305163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000961715,0.00005596023,0.1422635,0.000009948418,0.0001647011,0.000002220636,0.002250893,0.000001191732,0.00009584296,0.8157204,0.03159017,0.007748994],"study_design_scores_gemma":[0.002543801,0.0001384609,0.08213573,0.00007301923,0.00004706287,0.00002965353,0.02076393,0.0000620003,0.00001078219,0.1406968,0.7530549,0.0004437856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756902,0.0001948831,0.001101556,0.02222326,0.0003558987,0.0002073574,0.00004737634,0.00001456419,0.000164912],"genre_scores_gemma":[0.8893535,0.0005051975,0.00007917128,0.0002280612,0.0001212017,0.000007577696,0.00000127225,0.000006635018,0.1096974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.76002,"threshold_uncertainty_score":0.8866625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637526800095393,"score_gpt":0.3131049350824809,"score_spread":0.296729667081527,"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."}}