{"id":"W2899428266","doi":"10.1136/bmj.k4493","title":"Trans health needs better inpatient services too","year":2018,"lang":"en","type":"letter","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Gender dysphoria; Dysphoria; Health services; Medicine; Gender identity; Family medicine; Psychiatry; Psychology; Nursing; Social psychology; Environmental health","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001567971,0.0005223974,0.0010902,0.0003373701,0.0009336683,0.00001961442,0.0005200283,0.002626547,0.001140033],"category_scores_gemma":[0.00001625645,0.0004277288,0.0002053374,0.0002318578,0.00006233442,0.00009003626,0.0001179215,0.00462574,0.001752518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004407355,"about_ca_system_score_gemma":0.001349117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006357362,"about_ca_topic_score_gemma":0.002884522,"domain_scores_codex":[0.9930568,0.002158098,0.001813502,0.0005892659,0.0007977436,0.001584561],"domain_scores_gemma":[0.9969189,0.0003130116,0.001026716,0.001109302,0.000337733,0.0002943736],"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":[0.000009829982,0.000016347,0.0006952729,0.01168266,0.00005674132,0.00003218761,0.02338366,4.018866e-8,6.639308e-7,0.00001817686,0.9601734,0.003931007],"study_design_scores_gemma":[0.0003900562,0.0002960855,0.0009013024,0.003032785,0.00001638118,0.000005349857,0.004160911,0.000004246111,3.553842e-7,0.00008996824,0.9907066,0.0003959922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00258045,0.001182768,0.00003880187,0.9647995,0.006633473,0.003257696,0.0003581101,0.0002464595,0.02090271],"genre_scores_gemma":[0.001838674,0.0002684627,0.0001782666,0.9222986,0.05495681,0.0007925206,0.0006068422,0.0001538122,0.01890602],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04832333,"threshold_uncertainty_score":0.9998174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195138286217227,"score_gpt":0.4497204458057429,"score_spread":0.3302066171840202,"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."}}