{"id":"W2124485675","doi":"10.5489/cuaj.270","title":"Clinical and pathological variables that predict changes in tumour grade after radical prostatectomy in patients with prostate cancer","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostatectomy; Medicine; Prostate cancer; Urology; Prostate-specific antigen; Prostate; Intraepithelial neoplasia; Pathological; Biopsy; Cancer; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006415647,0.0002191183,0.0005016673,0.0002162563,0.00007931785,0.0001009456,0.00006955514,0.0002913704,0.000431336],"category_scores_gemma":[0.0002493655,0.0001382857,0.00005411751,0.0002259464,0.0001288143,0.0001623801,0.00002506862,0.000840834,0.000008647907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009506413,"about_ca_system_score_gemma":0.0003833734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798371,"about_ca_topic_score_gemma":0.004208766,"domain_scores_codex":[0.9978151,0.0002896231,0.0004429512,0.0003820877,0.0003681133,0.0007021795],"domain_scores_gemma":[0.9985763,0.0001540025,0.0002092443,0.00008737476,0.0001568485,0.000816189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000364689,0.0003124453,0.9932309,0.00001085689,0.00005093111,0.0003392168,0.0001196232,0.000005665569,0.00000168948,0.000008998485,0.0005844651,0.004970558],"study_design_scores_gemma":[0.006354883,0.001346816,0.9896397,0.0001287831,0.00004939509,0.00002855739,0.00003707111,0.0000403233,0.000005398392,0.0004165809,0.001792907,0.0001596047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776046,0.0005890363,0.000001230788,0.02036965,0.0001248034,0.00115047,0.00008168681,0.0000156396,0.00006286438],"genre_scores_gemma":[0.9942023,0.001129666,0.0001935515,0.003711428,0.0001353908,0.0005315161,0.00002948665,0.00001671319,0.00005000015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01665822,"threshold_uncertainty_score":0.5639128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270463583786553,"score_gpt":0.2399303733409499,"score_spread":0.2272257375030843,"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."}}