{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003518622,0.0002586971,0.0001952157,0.0004840223,0.0002132264,0.0002977722,0.0002972327,0.0002623358,0.001996184],"category_scores_gemma":[0.002263342,0.0001454563,0.0001811987,0.0007010454,0.0002184686,0.0003111164,0.000317507,0.0003954059,0.000177828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243446,"about_ca_system_score_gemma":0.0002199364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002531949,"about_ca_topic_score_gemma":0.002845558,"domain_scores_codex":[0.9998006,0.00005308563,0.00002274301,0.00003138496,0.00005425193,0.00003791577],"domain_scores_gemma":[0.9988618,0.0002403922,0.0005314588,0.00003657029,0.00008843163,0.0002413296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003040081,0.000004041479,0.9994393,0.000002998828,0.000003996277,0.00003347076,0.00000830536,0.0000236332,0.00004270887,0.000002352207,0.00001868259,0.0003900217],"study_design_scores_gemma":[0.000003309236,0.00006008026,0.9991073,0.000004347724,0.000009072849,0.0005012577,0.0000509307,0.0001348024,0.00003939292,0.00001514181,0.00007263988,0.000001647848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994301,0.0002420412,0.00004155585,0.00003081984,0.0000037967,0.000003768864,0.00005882533,0.000003628202,0.0001853656],"genre_scores_gemma":[0.9998074,0.00004161354,0.00003442236,0.000006830266,0.000004532701,0.000001039083,0.00007367302,6.381306e-7,0.00002976733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002531949,"threshold_uncertainty_score":0.006677926,"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."}}