{"id":"W1957292987","doi":"10.29173/cjs4519","title":"Intégration économique des nouveaux immigrants: adéquation entre l'emploi occupé avant l'arrivée au Québec et les emplois occupés depuis l'immigration","year":2008,"lang":"fr","type":"article","venue":"The Canadian Journal of Sociology","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Political science; Humanities; Sociology; Demographic economics; Ethnology; Economics; Philosophy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002498018,0.0003228675,0.0005374576,0.0002999617,0.00342979,0.00009136068,0.0005607515,0.0006599118,0.0009611903],"category_scores_gemma":[0.0007266621,0.0002814727,0.0003521925,0.0002141505,0.003876916,0.0009704695,0.00001975403,0.0008170191,0.0001775374],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003182986,"about_ca_system_score_gemma":0.01674783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.953885,"about_ca_topic_score_gemma":0.9993072,"domain_scores_codex":[0.9958922,0.001835937,0.001070559,0.0002827351,0.0001676115,0.0007509787],"domain_scores_gemma":[0.9967985,0.000652528,0.001039483,0.0002367202,0.0006561015,0.0006166734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004302298,0.00004700509,0.5198314,0.00002246862,0.0001893263,0.00002841343,0.4485001,0.0006277348,0.00005272642,0.01394763,0.00902825,0.007681975],"study_design_scores_gemma":[0.0009422157,0.00065915,0.8565294,0.0001741898,0.0002892715,0.0003650959,0.0674639,0.0005583226,0.0001869178,0.0221224,0.05002999,0.0006791776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508063,0.00717116,0.00156287,0.03771637,0.001639283,0.0003050847,0.00005113521,0.00001553655,0.0007322742],"genre_scores_gemma":[0.9906845,0.003584648,0.0002131639,0.001725807,0.00156109,0.00001009865,0.00003180255,0.00002897318,0.002159932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3810362,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04961620626970868,"score_gpt":0.2787679564930292,"score_spread":0.2291517502233205,"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."}}