{"id":"W2586593002","doi":"10.1001/jamasurg.2016.5549","title":"What Surgeons Need to Know About Gender Confirmation Surgery When Providing Care for Transgender Individuals","year":2017,"lang":"en","type":"review","venue":"JAMA Surgery","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Transgender; Transgender Person; MEDLINE; General surgery; Surgery; Family medicine; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005058398,0.0005448122,0.0007719605,0.001716718,0.003705941,0.0039592,0.0008259943,0.006141228,0.01639128],"category_scores_gemma":[0.0452284,0.0005550269,0.0006856766,0.0007546124,0.003289178,0.01046043,0.002031644,0.006975918,0.005600272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001711839,"about_ca_system_score_gemma":0.01077375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01001532,"about_ca_topic_score_gemma":0.03191368,"domain_scores_codex":[0.9955117,0.001586861,0.0005061148,0.0002318754,0.001640872,0.0005225085],"domain_scores_gemma":[0.9657102,0.01208507,0.003583843,0.0008385055,0.00882188,0.008960493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000812713,0.000275396,0.02429131,0.003641888,0.0000447157,0.002512362,0.008927218,0.0001380404,0.0008737388,0.002109818,0.4875221,0.4695822],"study_design_scores_gemma":[0.00008493553,0.0003214756,0.04667768,0.02646963,0.000135746,0.0347819,0.08102056,0.0002750589,0.0008190906,0.02151911,0.7876266,0.0002682471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01208083,0.08815434,0.002991427,0.8373821,0.02738092,0.000127819,0.0003056244,0.0002811876,0.03129579],"genre_scores_gemma":[0.1536082,0.3010033,0.01813788,0.4753186,0.03869413,0.000361958,0.0006828633,0.0003709991,0.011822],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01639128,"threshold_uncertainty_score":0.05483431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2734872973300587,"score_gpt":0.4531638527555557,"score_spread":0.179676555425497,"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."}}