{"id":"W1482274205","doi":"","title":"The Healthy Immigrant Effect and Immigrant Selection: Evidence from Four Countries","year":2006,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":184,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Immigration; Unobservable; Positive selection; Demographic economics; Country of origin; Selection (genetic algorithm); Phenomenon; Political science; Economics; Biology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004893053,0.0004272872,0.0006848464,0.0003123409,0.0008832084,0.0003225562,0.0006185175,0.0006444505,0.0001426204],"category_scores_gemma":[0.0004455673,0.0003505964,0.0001600659,0.0001665578,0.0005097483,0.0001017892,0.0003121576,0.002386854,0.00006047982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007255781,"about_ca_system_score_gemma":0.0007871797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04380541,"about_ca_topic_score_gemma":0.1055853,"domain_scores_codex":[0.9944717,0.001591387,0.00102049,0.001297529,0.000369515,0.001249359],"domain_scores_gemma":[0.9921727,0.005932564,0.0003312928,0.001092721,0.0001710478,0.0002996739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007332823,0.0002485957,0.4577835,0.001099434,0.0005302123,0.0001187416,0.01377552,0.0008902668,0.00003004317,0.001476965,0.006244289,0.5104696],"study_design_scores_gemma":[0.002750148,0.001336865,0.8746831,0.0009130404,0.00005542383,0.00008903163,0.001918801,0.003750293,0.00006483524,0.002941226,0.1105547,0.0009425731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781148,0.01133078,0.00001272421,0.003140758,0.001382703,0.002003805,0.000127635,0.00006718613,0.003819568],"genre_scores_gemma":[0.9528949,0.04283007,0.0001379336,0.0002521576,0.000874359,0.001108429,0.00007085033,0.00006926095,0.001762093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.509527,"threshold_uncertainty_score":0.9999147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408532764121826,"score_gpt":0.3607535612073614,"score_spread":0.3266682335661431,"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."}}