{"id":"W4407582084","doi":"10.5539/jms.v15n1p19","title":"Optimizing Economic Integration: Unveiling the Impact of Income Potential on Canadian Immigrants","year":2025,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Economic integration; Demographic economics; Economics; Political science; International trade","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004018779,0.0004068577,0.0005361905,0.003878606,0.004982724,0.004908982,0.0008812278,0.0004984772,0.00166656],"category_scores_gemma":[0.01436171,0.0001817633,0.0006938319,0.007287481,0.002322266,0.001556346,0.002569212,0.0007750966,0.0000773239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04742805,"about_ca_system_score_gemma":0.1426911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9802782,"about_ca_topic_score_gemma":0.9925116,"domain_scores_codex":[0.9980516,0.0006201509,0.000106803,0.0001129571,0.0006027218,0.0005057245],"domain_scores_gemma":[0.9961957,0.0009718318,0.0005473164,0.00009047931,0.001718881,0.0004757882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003403939,0.0001067911,0.548945,0.005783674,0.0006992362,0.0008527226,0.0410595,0.003116424,0.0007923285,0.03789219,0.01497019,0.3454416],"study_design_scores_gemma":[0.00005171207,0.0001471893,0.7630802,0.009923941,0.00166939,0.0001625279,0.1274231,0.002666207,0.0008844833,0.008134151,0.08571514,0.0001419778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8419092,0.069869,0.001846281,0.02211539,0.0002772555,0.000249661,0.002836092,0.00003368261,0.06086351],"genre_scores_gemma":[0.9749126,0.02145313,0.001517229,0.0006935841,0.00002792579,0.00004412773,0.0002979922,0.000008324117,0.001045181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04742805,"threshold_uncertainty_score":0.3441162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006354612850831923,"score_gpt":0.2926878446707902,"score_spread":0.2863332318199582,"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."}}