{"id":"W2946554015","doi":"10.1177/0731121419849100","title":"Economic Insecurity among Gay and Bisexual Men: Evidence from the 1991–2016 U.S. General Social Survey","year":2019,"lang":"en","type":"article","venue":"Sociological Perspectives","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Earnings; Demographic economics; Survey data collection; General Social Survey; American Community Survey; Psychology; Demography; Sociology; Social psychology; Economics; Population; Census; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001024448,0.0002279927,0.0003774005,0.00003349079,0.0004748461,0.00007601266,0.0003878312,0.0003959826,0.002568782],"category_scores_gemma":[0.0002564161,0.000150676,0.0001267683,0.00005326242,0.001274536,0.0001834731,0.0001711971,0.0005735371,0.0009684884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147475,"about_ca_system_score_gemma":0.0000880095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07366159,"about_ca_topic_score_gemma":0.002951557,"domain_scores_codex":[0.9967226,0.001723311,0.0002702156,0.0006898157,0.0001185349,0.000475484],"domain_scores_gemma":[0.997682,0.001692111,0.0001521666,0.0003062419,0.00005123368,0.0001162036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001164285,0.00007255165,0.9365291,0.000009100751,0.00008969544,0.000002305355,0.03023221,5.472384e-7,0.00005477771,0.01114495,0.02151646,0.0002318769],"study_design_scores_gemma":[0.00044136,0.0001665441,0.9792376,0.000003943805,0.00002244328,0.000001419667,0.006645775,0.0000102735,5.480173e-7,0.01300812,0.0002528951,0.0002090574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778847,0.005444746,0.000003056165,0.004414215,0.0007032283,0.0003555359,0.000215247,0.00007230194,0.01090704],"genre_scores_gemma":[0.9938275,0.001167017,0.00001471858,0.0004354708,0.002129431,0.00002776408,0.00002816668,0.00001654884,0.002353363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07071003,"threshold_uncertainty_score":0.9998094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114360496134382,"score_gpt":0.4085107506092944,"score_spread":0.2941502544749125,"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."}}