{"id":"W2032688576","doi":"10.5489/cuaj.1499","title":"Predictors of Gleason score upgrading in patients with prostate biopsy Gleason score ≤6","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Biopsy; Prostate; Prostate biopsy; Urology; Prostate-specific antigen; Concordance; Rectal examination; Pathological; Retrospective cohort study; 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":[0.0003994862,0.0001615491,0.0003635757,0.0002240082,0.0001036802,0.00003823597,0.00007842144,0.000151854,0.00008935382],"category_scores_gemma":[0.0004471377,0.0001129745,0.00007980783,0.0003061428,0.00004094457,0.0001058484,0.000009489238,0.0003685051,0.000006871026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001522126,"about_ca_system_score_gemma":0.0003503005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008752422,"about_ca_topic_score_gemma":0.0005548403,"domain_scores_codex":[0.9984269,0.0001121993,0.0003610492,0.0002141156,0.0004151085,0.0004706485],"domain_scores_gemma":[0.9985573,0.00008321191,0.0003721722,0.0001092648,0.0002904128,0.0005876285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002292945,0.0001435768,0.9957215,0.00001316359,0.00009304307,0.0000235809,0.0001209604,0.00004500211,0.00001404316,0.00005995473,0.0008182452,0.002717692],"study_design_scores_gemma":[0.003318449,0.001730136,0.9913863,0.0001825192,0.0000732385,0.00001493688,0.0000205821,0.00004949431,0.00006242326,0.0001231815,0.002929956,0.0001087734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957313,0.0001809726,0.000009848848,0.003005275,0.0001849306,0.0004159088,0.00005481472,0.00001309534,0.0004038873],"genre_scores_gemma":[0.9988459,0.00006055431,0.0001812646,0.000626487,0.0001415925,0.00001894258,0.0000613157,0.00001583075,0.00004808068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004335133,"threshold_uncertainty_score":0.4606968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0083147100898869,"score_gpt":0.201414286024429,"score_spread":0.1930995759345421,"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."}}