{"id":"W3123544316","doi":"","title":"Over-education and life satisfaction among immigrant and non-immigrant workers in Canada","year":2017,"lang":"en","type":"article","venue":"Analytical Studies Branch Research Paper Series","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Life satisfaction; Demographic economics; Higher education; Population; Psychology; Sociology; Political science; Economic growth; Social psychology; Demography; Economics","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":[0.0005726391,0.0002092886,0.0003760889,0.001079586,0.003650712,0.001311978,0.0006153455,0.0003953137,0.002537033],"category_scores_gemma":[0.001505294,0.0001598743,0.0003926262,0.002471858,0.0009028114,0.0002957997,0.0009487302,0.000777911,0.0002078336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01396794,"about_ca_system_score_gemma":0.02123473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9895667,"about_ca_topic_score_gemma":0.9947714,"domain_scores_codex":[0.9995314,0.00003716307,0.00002069569,0.00003688269,0.0001245344,0.0002493495],"domain_scores_gemma":[0.9988487,0.00007511985,0.0001606247,0.00002028471,0.0003697271,0.0005255007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009254569,0.00009180185,0.9840857,0.00003190884,0.00002933506,0.0001414377,0.006393709,0.0000501564,0.0001534974,0.0001693605,0.0008889535,0.007871632],"study_design_scores_gemma":[0.000004378702,0.00002472897,0.986926,0.00004155824,0.000009958494,0.0000313585,0.01222062,0.00008259177,0.00002611083,0.00002280805,0.0006021555,0.000007762579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980877,0.0002850704,0.00001044416,0.0002523056,0.000006383907,0.000006952059,0.0003088702,0.000001547465,0.001040656],"genre_scores_gemma":[0.9983917,0.0003451759,0.00002311767,0.00008001601,0.000002750961,0.000004343209,0.0002520489,0.00000136405,0.0008995255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01396794,"threshold_uncertainty_score":0.1013449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08450864252885437,"score_gpt":0.4487901923037177,"score_spread":0.3642815497748633,"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."}}