{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005146313,0.0002909413,0.0005072902,0.0002175274,0.00009346302,0.0000721656,0.00007093821,0.00007018686,0.0001229419],"category_scores_gemma":[0.00002752636,0.0002064163,0.00007588983,0.0007009539,0.0001537404,0.0002040094,0.0001,0.0004031748,0.000008213894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005627,"about_ca_system_score_gemma":0.0003680775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061182,"about_ca_topic_score_gemma":0.002499915,"domain_scores_codex":[0.9978283,0.0001856838,0.0005201375,0.0005768003,0.000333902,0.0005551948],"domain_scores_gemma":[0.9991844,0.00005994247,0.0001386944,0.0003668282,0.00007688193,0.0001733077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007011655,0.0006690871,0.9839816,0.0001768999,0.0001105878,0.001208563,0.005490981,0.00001297136,0.0008846168,0.0003027152,0.0009050457,0.005555761],"study_design_scores_gemma":[0.01170312,0.0003418005,0.9494684,0.0005154501,0.00008111269,0.00005165719,0.0007434553,0.0005100018,0.009794527,0.0003640998,0.02612275,0.0003036251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765608,0.00824926,0.000001984737,0.01232686,0.0001027002,0.001744048,0.0003880105,0.00005436021,0.0005719464],"genre_scores_gemma":[0.9874592,0.006730366,0.0000672102,0.0007344251,0.00004363064,0.001258714,0.0004655935,0.00004663119,0.003194169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0345132,"threshold_uncertainty_score":0.8417412,"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."}}