{"id":"W4415751492","doi":"10.1016/j.fpurol.2025.07.091","title":"Inclusion des minorités dans les études majeures du cancer de la prostate : une revue exploratoire portant sur les afro-descendants","year":2025,"lang":"fr","type":"article","venue":"Progrès en Urologie - FMC","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Prostate disease; Population; Medical screening; Multicenter study","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"],"consensus_categories":[],"category_scores_codex":[0.0009548849,0.0007005715,0.0008405374,0.0002038169,0.000883506,0.0001352197,0.0004376845,0.0005381411,0.0001423709],"category_scores_gemma":[0.0007200769,0.0006011064,0.0002465554,0.000699136,0.001060259,0.0003063805,0.0009902652,0.000678972,0.00001402429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001564748,"about_ca_system_score_gemma":0.001271538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00975535,"about_ca_topic_score_gemma":0.007422957,"domain_scores_codex":[0.9960387,0.0006055096,0.0007491503,0.0009757694,0.0003597266,0.001271152],"domain_scores_gemma":[0.9977571,0.0007158305,0.000281898,0.0005728301,0.0003497685,0.0003225862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004997594,0.001408491,0.5974211,0.001514642,0.0005376615,0.001665686,0.007685422,0.0001461876,0.002053769,0.001298459,0.001348386,0.3844204],"study_design_scores_gemma":[0.00546941,0.002364016,0.7488669,0.01026436,0.002575659,0.0001603329,0.004585531,0.0008533231,0.03499533,0.004826768,0.1840576,0.0009808177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6994466,0.2750055,0.0001270652,0.02114338,0.0009134845,0.001481341,0.0002951681,0.0002496127,0.001337842],"genre_scores_gemma":[0.8329918,0.1602437,0.001291265,0.000476211,0.0004646495,0.00155111,0.00009564244,0.00008063069,0.002804969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834396,"threshold_uncertainty_score":0.999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693595159423274,"score_gpt":0.3256984504723906,"score_spread":0.2787624988781578,"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."}}