{"id":"W4410693239","doi":"10.1093/migration/mnaf017","title":"The queer immigrant effect: Labour market integration of LGB immigrants in Canada","year":2025,"lang":"en","type":"article","venue":"Migration Studies","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Queer; Demographic economics; Sociology; Gender studies; Labour economics; Political science; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001501116,0.0001260448,0.0002684217,0.00009704159,0.0006165348,0.00004129559,0.0001804755,0.0000508511,0.00003218412],"category_scores_gemma":[0.0009020971,0.00008913848,0.00005737607,0.0005302872,0.0001732734,0.000163479,0.00002991656,0.0001078209,0.000003282128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004631363,"about_ca_system_score_gemma":0.0006960745,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.977486,"about_ca_topic_score_gemma":0.999906,"domain_scores_codex":[0.9984491,0.0004192424,0.0004532431,0.0001831289,0.0002546579,0.0002406581],"domain_scores_gemma":[0.9985053,0.0008856974,0.000149996,0.0001638534,0.0002670723,0.00002811569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001888207,0.00005702577,0.6487792,0.000141796,0.0002765358,0.000002789751,0.1449748,0.0000895944,0.0005143905,0.02676032,0.1478847,0.03033006],"study_design_scores_gemma":[0.0006125578,0.00004525586,0.7121083,0.0001930972,0.00004331507,1.786945e-7,0.1959696,0.0003281854,0.002610674,0.002568368,0.08528418,0.0002363239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843307,0.004889129,0.0001083471,0.005770441,0.000647969,0.0004535258,0.00001244795,0.00001764155,0.003769847],"genre_scores_gemma":[0.9879852,0.003955643,0.00002193984,0.0002124214,0.00005526024,0.00009851268,0.00000357887,0.000003936259,0.007663505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06332909,"threshold_uncertainty_score":0.474195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456819560213644,"score_gpt":0.2952140500675928,"score_spread":0.2806458544654564,"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."}}