{"id":"W4387895458","doi":"10.1177/22925503231208449","title":"Experiences of LGBTQ+ Plastic Surgeons in the US and Canada","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transgender; Workforce; Psychology; Plastic surgery; Medicine; Clinical psychology; Surgery; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130364,0.0002258205,0.0002441646,0.0008246892,0.01008791,0.002109168,0.0008859332,0.0005674606,0.005314176],"category_scores_gemma":[0.003423264,0.0002853759,0.0002482206,0.001597848,0.003366146,0.000717475,0.00416141,0.00124978,0.0003191099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01678089,"about_ca_system_score_gemma":0.04672396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9333835,"about_ca_topic_score_gemma":0.9715257,"domain_scores_codex":[0.9977444,0.0003918249,0.00007350677,0.0001087848,0.0006002335,0.001081165],"domain_scores_gemma":[0.9949937,0.000403324,0.0006062015,0.00006700399,0.0008896107,0.003040145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002391143,0.0001829315,0.5556138,0.0002863331,0.00003841499,0.003023822,0.3683714,0.0003104869,0.001873156,0.001239164,0.01233792,0.05648342],"study_design_scores_gemma":[0.000008264676,0.0001080274,0.2832086,0.0002646441,0.00001262845,0.001311019,0.6949108,0.0001550688,0.0002561059,0.000163531,0.01954939,0.00005201246],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906974,0.0003799814,0.00006104073,0.002278076,0.00002651715,0.00002330871,0.0002115607,0.00000606211,0.006315948],"genre_scores_gemma":[0.9953207,0.001023927,0.0001094548,0.001242799,0.000009959192,0.00001632134,0.0001240125,0.000007319291,0.002145441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06661648,"threshold_uncertainty_score":0.1340175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03943185490421844,"score_gpt":0.3088978152358128,"score_spread":0.2694659603315943,"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."}}