{"id":"W4411236241","doi":"10.3390/siuj6030044","title":"SIU-ICUD: Epidemiology of Prostate Cancer","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Epidemiology; Prostate cancer; Prostate; Medicine; Oncology; Cancer; Internal medicine","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":[0.0007566875,0.0001246143,0.0003899675,0.000254524,0.00009521555,0.00000775603,0.000195966,0.000116499,0.0007942476],"category_scores_gemma":[0.0009043952,0.00008768687,0.0002168257,0.0001704264,0.0002232559,0.00008048445,0.00008795734,0.0005285059,0.000008005856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003258089,"about_ca_system_score_gemma":0.0006976618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000443076,"about_ca_topic_score_gemma":0.000007320351,"domain_scores_codex":[0.998611,0.0001400593,0.0005006976,0.0001885197,0.000247003,0.0003127437],"domain_scores_gemma":[0.9984311,0.0005616922,0.0002482962,0.0001348307,0.000529573,0.00009443753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001012945,0.0001847892,0.9507794,0.00007170464,0.0007819849,0.00006187928,0.0001447811,0.00009761026,0.0009451754,0.001909614,0.01535521,0.0286549],"study_design_scores_gemma":[0.008038775,0.0008794369,0.8914305,0.0004146449,0.0002593312,0.0002014005,0.0005488332,0.0006551423,0.006277478,0.03265179,0.05845191,0.0001907565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102533,0.0155453,0.0003623325,0.04996654,0.001521393,0.0004174106,0.00005267022,0.00004064446,0.02184037],"genre_scores_gemma":[0.9560117,0.008129835,0.0005815098,0.002220677,0.0002953146,0.00005988194,0.00003349255,0.000009059493,0.03265854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05934891,"threshold_uncertainty_score":0.8696454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08807153285815943,"score_gpt":0.4569229566173316,"score_spread":0.3688514237591722,"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."}}