{"id":"W4411070573","doi":"10.3390/siuj6030036","title":"SIU-ICUD: Screening and Early Detection of Prostate Cancer","year":2025,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Göteborgs Universitet","keywords":"Prostate cancer; Medicine; Cancer; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008134141,0.0008138131,0.002857463,0.002268171,0.0002776794,0.001658136,0.001042362,0.002032705,0.009604371],"category_scores_gemma":[0.02583262,0.000298678,0.00331629,0.002014941,0.0007964362,0.001257227,0.001048148,0.00262714,0.0009164469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939692,"about_ca_system_score_gemma":0.004203066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003088228,"about_ca_topic_score_gemma":0.003705839,"domain_scores_codex":[0.9921936,0.005731119,0.0007030301,0.0003614899,0.0008239598,0.0001868225],"domain_scores_gemma":[0.9880436,0.009294179,0.001471924,0.0001525942,0.0006875949,0.0003499883],"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":[0.007166589,0.0001728928,0.002040441,0.317141,0.005177734,0.00009255135,0.0001646632,0.000850181,0.0002428982,0.005931652,0.03815205,0.6228674],"study_design_scores_gemma":[0.01723564,0.007213746,0.02034426,0.5422012,0.02772987,0.001193272,0.0003497872,0.001708428,0.0008779358,0.01567272,0.3653055,0.0001676723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0007112331,0.9937398,0.0002693308,0.002829252,0.0009569779,0.0001422025,0.0001964781,0.00001884139,0.001135943],"genre_scores_gemma":[0.0336776,0.9539595,0.001733429,0.006309383,0.002145607,0.0005536806,0.0005055139,0.00001867857,0.001096521],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009604371,"threshold_uncertainty_score":0.04301798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276446558122143,"score_gpt":0.340065397958199,"score_spread":0.3124207421459846,"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."}}