{"id":"W4403819496","doi":"10.3386/w33075","title":"Nonbinary and Transgender Identities and Earnings: Evidence from a National Census","year":2024,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Dalhousie University","keywords":"Census; Earnings; Demographic economics; Geography; American Community Survey; Political science; Genealogy; Demography; Sociology; History; Business; Economics; Accounting; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00633393,0.0001801941,0.0003429862,0.0006443407,0.0003484858,0.0002688662,0.0003300634,0.000423958,0.0002364278],"category_scores_gemma":[0.001821284,0.0001958919,0.00009788365,0.0002012132,0.001012856,0.0003416007,0.0001589613,0.0007128613,0.00003536667],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001271298,"about_ca_system_score_gemma":0.00703956,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01409685,"about_ca_topic_score_gemma":0.002755736,"domain_scores_codex":[0.9957069,0.0002903972,0.0004721293,0.0006032235,0.002576702,0.0003507142],"domain_scores_gemma":[0.9954522,0.002166012,0.0001497138,0.0001101745,0.001973683,0.000148193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009937273,0.0001060893,0.04590422,0.001091935,0.0009640943,0.00004745121,0.02131926,0.0002360675,0.0002630913,0.7889627,0.1397055,0.001300213],"study_design_scores_gemma":[0.0002926786,0.00007926254,0.04501152,0.0005714883,0.00005578169,0.00001549726,0.008016367,0.0005688511,0.000006534886,0.9173558,0.02762056,0.0004056473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2363491,0.01835806,0.00000954493,0.002201973,0.001307817,0.0006067709,0.001252935,0.00004374887,0.73987],"genre_scores_gemma":[0.9475166,0.0321701,0.0002210381,0.00002509744,0.00116111,0.00005256063,0.0003075874,0.00003433884,0.01851159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7213584,"threshold_uncertainty_score":0.9985896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3996518829931276,"score_gpt":0.5243282550710922,"score_spread":0.1246763720779646,"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."}}