{"id":"W3136516037","doi":"10.1136/bmjopen-2020-040928","title":"Development of a computable phenotype to identify a transgender sample for health research purposes: a feasibility study in a large linked provincial healthcare administrative cohort in British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; AIDS Vancouver; University of British Columbia","funders":"National Institute of Mental Health; Canadian Institutes of Health Research","keywords":"Medicine; Population; Transgender; Public health; Medical prescription; Health care; Family medicine; Concordance; Cohort; Medical record; Gerontology; Demography; Environmental health; Nursing; Internal medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007802851,0.0007197628,0.0006341173,0.001718268,0.005369848,0.002659804,0.002636214,0.000665512,0.001862981],"category_scores_gemma":[0.01738535,0.0006824313,0.0008048736,0.003038472,0.001343566,0.0009187632,0.002390274,0.001323911,0.0007203096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02556316,"about_ca_system_score_gemma":0.04276015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9736599,"about_ca_topic_score_gemma":0.9822105,"domain_scores_codex":[0.9958434,0.0008844808,0.0002501408,0.0007164726,0.001434087,0.0008714703],"domain_scores_gemma":[0.9889186,0.0006901736,0.0009925703,0.001156148,0.006838292,0.001404116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001936735,0.0002400231,0.981985,0.00007603896,0.00004567111,0.000146892,0.003734444,0.000255954,0.0004182211,0.0002642274,0.00364116,0.0089987],"study_design_scores_gemma":[0.0001168183,0.0002170045,0.9870766,0.000089625,0.00004607397,0.00013038,0.006968346,0.001672046,0.0002478026,0.0001304185,0.003266366,0.00003853937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838472,0.0001332152,0.002699834,0.0005375966,0.00002562141,0.003009244,0.007759703,0.00004176308,0.001946002],"genre_scores_gemma":[0.9781561,0.0002002285,0.009708975,0.0006406035,0.00002032427,0.00277462,0.006760095,0.00004988552,0.001689123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02634007,"threshold_uncertainty_score":0.1854746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.435843924634952,"score_gpt":0.5887742794596701,"score_spread":0.1529303548247181,"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."}}