{"id":"W4416606253","doi":"10.1007/s11150-026-09855-z","title":"Beyond the Gender Binary: Wage Inequality and Occupational Segregation among Transgender and Nonbinary Workers","year":2025,"lang":"en","type":"article","venue":"Review of Economics of the Household","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University; York University; University of Manitoba","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Occupational segregation; Transgender; Earnings; Census; Wage; Gender pay gap; Inequality; Black male","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002823358,0.0004896491,0.001133446,0.002626866,0.001030433,0.003419275,0.001018066,0.001953659,0.00363659],"category_scores_gemma":[0.006646532,0.0002563564,0.0004013647,0.004744801,0.006705552,0.005192047,0.002788413,0.002351268,0.0001932294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343322,"about_ca_system_score_gemma":0.002171363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067748,"about_ca_topic_score_gemma":0.01764129,"domain_scores_codex":[0.998809,0.0006048654,0.00005190917,0.0001397526,0.0002529171,0.0001416325],"domain_scores_gemma":[0.9943374,0.004439421,0.0004660198,0.00009214445,0.0004189655,0.0002460126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002512645,0.0003078029,0.03444525,0.002809926,0.0002499899,0.0003970689,0.003863363,0.001378593,0.0003900426,0.5403339,0.01485243,0.4007205],"study_design_scores_gemma":[0.00002541849,0.0002099331,0.1177464,0.009991418,0.0001975906,0.0007672862,0.01825957,0.001930294,0.0002275918,0.7337621,0.1167852,0.0000971641],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04931135,0.8763669,0.003255006,0.05504795,0.001158436,0.00001423915,0.0002190132,0.000005766737,0.0146213],"genre_scores_gemma":[0.3146711,0.6704176,0.0009987014,0.006148267,0.005461838,0.00003224826,0.000137728,0.0000116249,0.002120847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01067748,"threshold_uncertainty_score":0.0212307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127704656137482,"score_gpt":0.2980721512549539,"score_spread":0.1853016856412056,"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."}}