{"id":"W4200344759","doi":"10.1176/appi.ps.202100306","title":"Characteristics of Transgender Individuals With Emergency Department Visits and Hospitalizations for Mental Health","year":2021,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Transgender; Mental health; Emergency department; Medicine; Mood; Population; Psychiatry; Residence; Gerontology; Demography; Psychology; Environmental health","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":[0.000138968,0.0001479546,0.0002597797,0.0001133203,0.000235045,0.00002034081,0.0001166297,0.00006862725,0.0003244455],"category_scores_gemma":[0.000001972391,0.0001377514,0.00005572509,0.000367454,0.00001656526,0.00007938994,0.00001785162,0.0000566278,0.000009476946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001784829,"about_ca_system_score_gemma":0.0001236548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005940693,"about_ca_topic_score_gemma":0.001053708,"domain_scores_codex":[0.9986985,0.00007860129,0.0004490097,0.0003083528,0.000162133,0.0003034253],"domain_scores_gemma":[0.9992126,0.00002349844,0.0002727172,0.0002386487,0.000108502,0.0001440296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003889217,0.0004862522,0.9797125,0.002466656,0.000178691,6.296722e-7,0.005353975,3.722561e-7,0.000003492722,0.005262161,0.005026606,0.001469775],"study_design_scores_gemma":[0.001137898,0.0003831056,0.9855987,0.000008289928,0.000138491,0.00001460533,0.0007438907,0.000007574707,0.000003606374,0.0007234724,0.0110781,0.0001622272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775223,0.009922327,0.0004625482,0.007089283,0.00150215,0.0006862796,0.001179981,0.00003433461,0.001600863],"genre_scores_gemma":[0.9871293,0.006486079,0.002555863,0.001450012,0.0004639617,0.0001115283,0.0008085895,0.00004538796,0.0009492193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009607126,"threshold_uncertainty_score":0.5617339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545407121868966,"score_gpt":0.3374166574804969,"score_spread":0.3219625862618072,"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."}}