{"id":"W2022237123","doi":"10.1002/cncr.23610","title":"Critical assessment of tools to predict clinically insignificant prostate cancer at radical prostatectomy in contemporary men","year":2008,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Prostatectomy; Prostate cancer; Cancer; Cohort; Oncology; Urology; Biopsy; Prostate-specific antigen; Prostate; Cutoff; 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":[0.0003251342,0.0003009258,0.0008842995,0.0001514813,0.00007977578,0.00001557013,0.0001326004,0.0001342832,0.0004577255],"category_scores_gemma":[0.0002325531,0.0002393801,0.0001503179,0.0003772911,0.0004168329,0.0001669845,0.0001281019,0.0003176373,0.00001143442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001366859,"about_ca_system_score_gemma":0.002469142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006425086,"about_ca_topic_score_gemma":0.00006525589,"domain_scores_codex":[0.9970806,0.00009950874,0.00102581,0.0006713652,0.000598972,0.0005237755],"domain_scores_gemma":[0.9982737,0.000305439,0.0001638655,0.0004197417,0.000301626,0.0005356643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001847403,0.0009811925,0.966668,0.0003310822,0.0001911331,0.000718853,0.001034402,0.00008249414,0.003259509,0.0001432083,0.01725064,0.007492076],"study_design_scores_gemma":[0.007609197,0.002139826,0.9506443,0.001393745,0.000108696,0.00002918051,0.0001175582,0.0002282899,0.01167248,0.00004813935,0.02567916,0.0003294186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795898,0.004210379,0.00002825556,0.006179952,0.0003209116,0.003148026,0.000671973,0.0000640649,0.005786603],"genre_scores_gemma":[0.9874895,0.005353517,0.0008027953,0.001666409,0.0001643764,0.003830572,0.00006071541,0.00005091836,0.0005811825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01602369,"threshold_uncertainty_score":0.9761639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08955579670768582,"score_gpt":0.4035970447209388,"score_spread":0.3140412480132529,"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."}}