{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277086,0.000431821,0.0007220846,0.001965956,0.005054569,0.002697596,0.001405924,0.0007089967,0.008320129],"category_scores_gemma":[0.004410917,0.0002126117,0.001093468,0.004214665,0.001397034,0.0007643849,0.002002191,0.001584743,0.0003704751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02335992,"about_ca_system_score_gemma":0.04165048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995439,"about_ca_topic_score_gemma":0.9968529,"domain_scores_codex":[0.9989049,0.0001353238,0.00003808995,0.0001593093,0.0001892721,0.0005730724],"domain_scores_gemma":[0.9960803,0.0004181302,0.0007532527,0.0001782644,0.001076524,0.001493456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001925493,0.00006846496,0.9830077,0.00003618286,0.0001486402,0.0001920491,0.00247688,0.0004732485,0.0001347937,0.001448548,0.00267868,0.009142253],"study_design_scores_gemma":[0.00001508294,0.00003003567,0.988746,0.0001381735,0.00008292064,0.00003329453,0.006870705,0.0009611063,0.00006772498,0.0002272521,0.002803073,0.00002450692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884858,0.001383599,0.0001790842,0.002038517,0.00005530616,0.00002563947,0.002644714,0.00001935565,0.005167907],"genre_scores_gemma":[0.9957985,0.0005873278,0.00008420001,0.0001643541,0.00001188826,0.000009250415,0.000775004,0.0000119952,0.002557431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02335992,"threshold_uncertainty_score":0.1694888,"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."}}