{"id":"W2896656836","doi":"10.1176/appi.ps.201800232","title":"Affirming Gender Identity of Patients With Serious Mental Illness","year":2018,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Transgender; Mental illness; Gender dysphoria; Dysphoria; Mental health; Psychiatry; Population; Gender identity; Medicine; Psychology; Clinical psychology; Social psychology; Anxiety","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":[],"category_scores_codex":[0.0001738331,0.000207871,0.0002490563,0.0002458936,0.0003247184,0.00004351476,0.0004703836,0.0001252837,0.001145554],"category_scores_gemma":[0.000002428766,0.0001793736,0.0000704344,0.0006835266,0.0001088195,0.0003851601,0.0000817179,0.0001240363,0.0005655203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003630349,"about_ca_system_score_gemma":0.00004991619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008026151,"about_ca_topic_score_gemma":0.003847876,"domain_scores_codex":[0.9982827,0.00009921834,0.000383786,0.0003929004,0.0003970448,0.0004443586],"domain_scores_gemma":[0.9987966,0.00002477889,0.0003335571,0.000501323,0.0002041413,0.0001395334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002136448,0.0004740982,0.9886035,0.0007508501,0.0001021867,0.000001127771,0.005070644,2.668288e-7,0.00000367159,0.001276078,0.001845144,0.001658831],"study_design_scores_gemma":[0.001608998,0.000299599,0.991697,0.000004928412,0.0001245323,0.000004694451,0.0007457749,0.000005356124,0.000004709222,0.0008327746,0.004426601,0.0002450389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688385,0.0006845389,0.00003383166,0.0002018891,0.004099747,0.0003928298,0.0000671205,0.00007192209,0.02560964],"genre_scores_gemma":[0.9974898,0.00005539725,0.0003121625,0.0006477711,0.0009750662,0.0000178139,0.00003584228,0.00003647315,0.0004297007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02865129,"threshold_uncertainty_score":0.9997675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205955444979163,"score_gpt":0.3205801719190406,"score_spread":0.308520617469249,"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."}}