{"id":"W2000102387","doi":"10.1016/j.eururo.2006.12.010","title":"Prediction of Pathological Stage is Inaccurate in Men with PSA Values above 20ng/mL","year":2006,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Stage (stratigraphy); Pathological; Urology; Internal medicine","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":[0.0002019652,0.0001210592,0.0002450088,0.00007764917,0.00001946696,0.000004348991,0.00005061127,0.00003989342,0.000153319],"category_scores_gemma":[0.00001828606,0.00008305701,0.0000339913,0.000112417,0.0001167858,0.00003709351,0.00003420061,0.0001263035,0.00003753084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004495948,"about_ca_system_score_gemma":0.00002565844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007280528,"about_ca_topic_score_gemma":0.00001067459,"domain_scores_codex":[0.9989929,0.0001717009,0.0002615897,0.0002715465,0.0001060222,0.0001962243],"domain_scores_gemma":[0.9995614,0.00004194825,0.0001038905,0.0002035025,0.00004588324,0.00004333258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001020595,0.0008739237,0.9804052,0.00004512928,0.00006754423,0.002256967,0.0006231404,0.000172605,0.002824926,0.0006666652,0.008861146,0.002182208],"study_design_scores_gemma":[0.002942084,0.003414961,0.9828745,0.00002304408,0.00006691586,0.0000509898,0.00004995834,0.0001043291,0.001871802,0.0001307291,0.008405521,0.00006519876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9362354,0.0005957359,0.00006783702,0.001063287,0.0000412862,0.0002846446,0.00008069195,0.00004071697,0.06159042],"genre_scores_gemma":[0.9978349,0.0002459935,0.0001932103,0.0006700612,0.00008315308,0.00001650719,0.0000595938,0.00002032028,0.000876217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06159957,"threshold_uncertainty_score":0.3386967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244807875055826,"score_gpt":0.2499211534222416,"score_spread":0.2274730746716833,"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."}}