{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006954554,0.00007076732,0.0003166678,0.0001009131,0.0006755596,0.000009037204,0.0004807544,0.00001647503,0.0007133242],"category_scores_gemma":[0.0002745705,0.00005463491,0.0000500818,0.0001330635,0.0006643659,0.0000607718,0.0000674241,0.0003568244,0.000002355391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007592214,"about_ca_system_score_gemma":0.0001319748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002461311,"about_ca_topic_score_gemma":0.00001663817,"domain_scores_codex":[0.9949962,0.003943509,0.0003098759,0.000125837,0.0004015131,0.0002230708],"domain_scores_gemma":[0.9990634,0.0001711148,0.0003499191,0.00006827622,0.00006081572,0.0002864951],"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":[0.0006622459,0.0001462911,0.07031205,0.00005125588,0.000291545,0.003215348,0.2722569,0.0002101004,0.0001083899,0.01724085,0.5919709,0.0435341],"study_design_scores_gemma":[0.001156633,0.002662811,0.01810197,0.00002732445,0.0000289945,0.001449173,0.1750802,0.000002264675,2.628393e-7,0.0003821906,0.8010238,0.0000843527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8345471,0.03051025,0.0008569487,0.08113756,0.002454957,0.0001855526,0.00001158596,0.00004404397,0.05025201],"genre_scores_gemma":[0.9902313,0.001668347,0.0001837276,0.00690586,0.0007759301,3.313057e-7,0.000002283072,0.000005614258,0.000226639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2090529,"threshold_uncertainty_score":0.78104,"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."}}