{"id":"W7128692288","doi":"10.26180/4679872.v1","title":"Migration, education and culture: a macroeconomic perspective","year":2017,"lang":"","type":"dissertation","venue":"Monash University","topic":"New Zealand Economic and Social Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Unemployment; Productivity; Net migration rate; Panel data; Perspective (graphical); Population; Internal migration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003951199,0.0003421613,0.0004055467,0.001348504,0.0009029972,0.004401575,0.0002836377,0.001024497,0.003995423],"category_scores_gemma":[0.0009566225,0.000160239,0.0005048325,0.002674954,0.001057765,0.00215256,0.00134003,0.001312268,0.0002934338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001672316,"about_ca_system_score_gemma":0.00106547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01379995,"about_ca_topic_score_gemma":0.01094666,"domain_scores_codex":[0.9997823,0.00007337289,0.00001172456,0.00002819958,0.0000263717,0.00007815809],"domain_scores_gemma":[0.9994554,0.0001670417,0.000190323,0.00002046411,0.00004854733,0.0001183485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001590561,0.0003534303,0.2793043,0.0005753446,0.000237928,0.001009406,0.003894209,0.0190472,0.0005399767,0.6242607,0.01110165,0.05951689],"study_design_scores_gemma":[0.00004669909,0.0003727922,0.6492451,0.00215971,0.0002595022,0.0004483465,0.01640348,0.02259642,0.000606222,0.1820825,0.1256376,0.000141659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7319725,0.06008513,0.004583699,0.04565004,0.0007174201,0.0000750245,0.002912514,0.00006514818,0.1539385],"genre_scores_gemma":[0.9728737,0.02052058,0.0006131798,0.0006651619,0.0004520955,0.00002902386,0.0002942021,0.000008255155,0.004543634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01379995,"threshold_uncertainty_score":0.02743924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228236967988989,"score_gpt":0.218074891659577,"score_spread":0.2057925219796871,"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."}}