{"id":"W4224108659","doi":"10.1016/j.ejrad.2022.110320","title":"Transgender health and medicine – Are radiological devices prepared?","year":2022,"lang":"en","type":"article","venue":"European Journal of Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"John Merck Fund","keywords":"Radiological weapon; Medicine; Transgender; Radiological imaging; Software; Health care; Medical physics; Family medicine; Radiology; Operating system","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":[0.006580579,0.0002642978,0.0004332774,0.001275855,0.004489544,0.007997337,0.0007945684,0.007040829,0.02086059],"category_scores_gemma":[0.02428595,0.0002668732,0.0004026988,0.00116927,0.01021959,0.00727396,0.005165503,0.006461882,0.001988224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473384,"about_ca_system_score_gemma":0.01241948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006668038,"about_ca_topic_score_gemma":0.00940558,"domain_scores_codex":[0.9917523,0.005145634,0.0002392851,0.0003894508,0.0009561252,0.001517204],"domain_scores_gemma":[0.9831935,0.00521629,0.002283292,0.000568615,0.001694278,0.00704393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003488433,0.0008614048,0.06615662,0.001161185,0.000147175,0.004060155,0.07887523,0.0001743851,0.001474026,0.2557806,0.1381507,0.4528097],"study_design_scores_gemma":[0.00005692196,0.0004676148,0.04836569,0.005831435,0.00007429993,0.005767024,0.2016941,0.00009620794,0.0004309262,0.1094111,0.627674,0.0001305856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06020588,0.06417506,0.0007691741,0.7900854,0.007030264,0.00001776704,0.0000719094,0.00002303647,0.0776216],"genre_scores_gemma":[0.773792,0.07525362,0.001144003,0.123582,0.009616652,0.00006186427,0.000103419,0.00006684341,0.01637967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02086059,"threshold_uncertainty_score":0.06978559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06745539233666478,"score_gpt":0.3181289140257021,"score_spread":0.2506735216890373,"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."}}