{"id":"W4389399674","doi":"10.1089/trgh.2023.0010","title":"An Exploratory Comparison and Evaluation of Two Two-Step Measures to Identify Transgender People in Survey Datasets","year":2023,"lang":"en","type":"article","venue":"Transgender Health","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Feinberg School of Medicine; Northwestern University","keywords":"Transgender; Computer science; Data science; Exploratory research; Psychology; Survey data collection; Data mining; Statistics; Mathematics; Sociology; Social science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01104691,0.0002672196,0.0006465971,0.0006962547,0.0001918772,0.0000376032,0.0003227489,0.0001287642,0.0002307837],"category_scores_gemma":[0.00004098919,0.0002964706,0.00005676531,0.00122468,0.00006377038,0.0002670285,0.00001762068,0.0003343408,0.000168263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591273,"about_ca_system_score_gemma":0.000691979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08035167,"about_ca_topic_score_gemma":0.4690101,"domain_scores_codex":[0.9920589,0.004426804,0.001043187,0.000730506,0.0009151045,0.000825463],"domain_scores_gemma":[0.9981585,0.0002007364,0.0001695955,0.0007647516,0.0001764568,0.0005299533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004203254,0.001025164,0.8075206,0.001479868,0.0001108368,0.00000545847,0.1138725,0.00128822,0.0004620817,0.0007371501,0.02980672,0.04327106],"study_design_scores_gemma":[0.003581954,0.0002574473,0.9915075,0.00002066704,0.00005601394,0.000003563699,0.002893859,0.0008025341,0.000024039,0.0003798245,0.0002222215,0.0002504301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917346,0.001624387,0.001357521,0.001357261,0.0007555434,0.001353818,0.001386,0.0001081827,0.0003226356],"genre_scores_gemma":[0.997417,0.0003272326,0.00009229346,0.0006160838,0.0001181446,0.0001253206,0.001223401,0.00005379703,0.00002676547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3886585,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4014296269601904,"score_gpt":0.5614522336941239,"score_spread":0.1600226067339335,"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."}}