{"id":"W3029946376","doi":"10.1089/lgbt.2019.0046","title":"Gender Affirmation Is Associated with Transgender and Gender Nonbinary Youth Mental Health Improvement","year":2020,"lang":"en","type":"article","venue":"LGBT Health","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Transgender; Pride; Mental health; Gender dysphoria; Anxiety; Transphobia; Psychology; Feeling; Gender identity; Clinical psychology; Depression (economics); Medicine; Psychiatry; Social psychology; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009017522,0.0001563698,0.0001795115,0.0003921098,0.0007540736,0.0007578727,0.0002209276,0.0002719956,0.004100233],"category_scores_gemma":[0.003404895,0.00008641984,0.0002716763,0.0003028902,0.0004757046,0.0003154892,0.0009034679,0.00067969,0.0001491186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005365829,"about_ca_system_score_gemma":0.001043935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007307899,"about_ca_topic_score_gemma":0.01638979,"domain_scores_codex":[0.9993993,0.000238205,0.00002757565,0.00004465686,0.0001151837,0.000175069],"domain_scores_gemma":[0.99814,0.0002285924,0.0009972791,0.00005615934,0.0001772933,0.0004006978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008939283,0.0005176436,0.9334686,0.0001354886,0.00005081112,0.0002350802,0.006788498,0.00002700687,0.0006831166,0.0004697959,0.0005772543,0.05695733],"study_design_scores_gemma":[0.000006671867,0.0001689683,0.9838717,0.0001526858,0.00004643236,0.0003059866,0.01321811,0.00008783576,0.0002770315,0.0001999383,0.001659515,0.000005176731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969761,0.0007289508,0.00006360172,0.0004146305,0.00002073224,0.000008641806,0.00002458954,0.000003035214,0.001759821],"genre_scores_gemma":[0.999346,0.0002758658,0.00007682722,0.0000426993,0.00000440866,0.000004408466,0.00001146092,6.693319e-7,0.0002376124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007307899,"threshold_uncertainty_score":0.01453072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1180357276747988,"score_gpt":0.373066207126691,"score_spread":0.2550304794518923,"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."}}