{"id":"W2902349714","doi":"","title":"Chapter 17. Causes and Consequences: Overeducated Chinese Immigrants in the Canadian Labour Market","year":2011,"lang":"en","type":"book-chapter","venue":"OpenEdition (OpenEdition)","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Labour economics; Economics; Demographic economics; Geography","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001463772,0.0004667006,0.0004850343,0.0004107021,0.0014401,0.0004857956,0.0006366424,0.0005633119,0.04247243],"category_scores_gemma":[0.0001689952,0.0003986019,0.0001257467,0.000142961,0.001056758,0.004070479,0.00005275336,0.0005104775,0.0005677851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003272239,"about_ca_system_score_gemma":0.001008836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.45857,"about_ca_topic_score_gemma":0.9933115,"domain_scores_codex":[0.9974565,0.000217432,0.0006066664,0.000643369,0.0005173611,0.0005586816],"domain_scores_gemma":[0.9982417,0.0002302413,0.0003848782,0.0004235294,0.0003110736,0.0004085373],"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":[0.00003383182,0.00003906459,0.001390534,0.00003386435,0.0000611723,0.00007045688,0.00892136,9.356741e-7,0.000002150588,0.9637374,0.02511428,0.0005948972],"study_design_scores_gemma":[0.0005377569,0.00007993995,0.1046121,0.0002804802,0.00007265455,0.00004123668,0.002101298,0.00000268508,0.000006222278,0.1330847,0.7583003,0.0008805436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007093585,0.0006454425,0.000003506698,0.02002195,0.001096817,0.001258626,0.001098179,0.0000486042,0.9687333],"genre_scores_gemma":[0.6987823,0.002855587,0.0000404799,0.02302568,0.001049825,0.0002074082,0.0007484144,0.00004941691,0.2732409],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8306527,"threshold_uncertainty_score":0.9998599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03115373358017696,"score_gpt":0.2633824667356265,"score_spread":0.2322287331554496,"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."}}