{"id":"W3171893196","doi":"10.1002/pros.24181","title":"Twenty‐year trends in prostate cancer stage and grade migration in a large contemporary german radical prostatectomy cohort","year":2021,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Biopsy; Urology; Stage (stratigraphy); Prostate biopsy; Nuclear medicine; Cancer; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004531492,0.0001801893,0.0001899734,0.0009852049,0.000208907,0.0005128762,0.0002637385,0.000308835,0.0007001708],"category_scores_gemma":[0.0007960777,0.0001926674,0.0003730893,0.0008917697,0.0002484685,0.0003250377,0.0004178986,0.0002610843,0.0001800591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005101266,"about_ca_system_score_gemma":0.0003362266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01895724,"about_ca_topic_score_gemma":0.01857808,"domain_scores_codex":[0.999741,0.00004272103,0.00002247647,0.0001072568,0.00002978361,0.00005663639],"domain_scores_gemma":[0.9994412,0.00006725587,0.0002570521,0.00006202629,0.00005516848,0.0001172741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006069523,0.00001074607,0.9981259,0.000006798046,0.00006843687,0.0000660104,0.00008510458,0.0001010721,0.00018324,0.0000191154,0.0001372259,0.001135772],"study_design_scores_gemma":[0.000001871331,0.00002188603,0.9995645,0.00000153775,0.00001563392,0.00007570759,0.00005541427,0.00009896597,0.00001770886,0.000007486044,0.0001368733,0.000002310093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991004,0.0001710391,0.00005241652,0.00002780923,0.000002870766,0.000002423373,0.0005260996,0.000004089441,0.0001128733],"genre_scores_gemma":[0.9992117,0.00008880639,0.00003493871,0.00001605625,0.000004351414,0.000004569384,0.0005672775,0.000001637189,0.00007057719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01895724,"threshold_uncertainty_score":0.0376938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02051820207182679,"score_gpt":0.3140963353366949,"score_spread":0.2935781332648681,"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."}}