{"id":"W4407413403","doi":"10.3390/siuj6010004","title":"The Silent Burden of De Novo Metastatic Prostate Cancer in the Middle East: A Call for Region-Specific Screening Guidelines","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle East; Prostate cancer; Medicine; Cancer; Prostate; Oncology; Internal medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00135691,0.0001214802,0.0002149522,0.0001498171,0.0002271728,0.00006877597,0.000372405,0.00004538679,0.0000326342],"category_scores_gemma":[0.0005961144,0.00006249359,0.0001980657,0.0001978859,0.000163536,0.00006581782,0.00005866011,0.0003910523,6.554475e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735563,"about_ca_system_score_gemma":0.0005437039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007960811,"about_ca_topic_score_gemma":0.00005395592,"domain_scores_codex":[0.9984577,0.0001384233,0.0005133732,0.0001537307,0.000414719,0.0003220733],"domain_scores_gemma":[0.9980168,0.0007843949,0.0002132646,0.0001575772,0.0007824154,0.00004552155],"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":[0.01971876,0.001000965,0.1658492,0.0005938205,0.004920953,0.0009377646,0.02427559,0.01372108,0.004657356,0.00899295,0.1721989,0.5831327],"study_design_scores_gemma":[0.04310576,0.002890217,0.08094927,0.003793482,0.00096277,0.001585375,0.07613589,0.03654909,0.003210459,0.05131502,0.6987953,0.000707334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6482423,0.04884471,0.01062875,0.2869604,0.001001986,0.002222681,0.0001098303,0.0000284755,0.001960849],"genre_scores_gemma":[0.967458,0.0171351,0.002185737,0.001484874,0.0005745915,0.0005021592,0.00002415039,0.00001663278,0.01061873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5824254,"threshold_uncertainty_score":0.2548414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2335010042540056,"score_gpt":0.4370438617659349,"score_spread":0.2035428575119293,"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."}}