{"id":"W2766386099","doi":"10.1111/his.13427","title":"Characteristics and outcome of prostate cancer patients with overall biopsy Gleason score 3 + 4 = 7 and highest Gleason score 3 + 4 = 7 or > 3 + 4 = 7","year":2017,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Prostate cancer; Medicine; Outcome (game theory); Biopsy; Oncology; Prostate biopsy; Internal medicine; Urology; Cancer; Mathematics","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":[0.00007556604,0.0002537332,0.0006516787,0.00007571869,0.0001924708,0.00002232026,0.00008492851,0.0001027941,0.00005990642],"category_scores_gemma":[0.00009591196,0.0001646172,0.00003078969,0.00003382596,0.0006972071,0.0001118421,0.00009039701,0.0001233829,0.000003059214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475356,"about_ca_system_score_gemma":0.00007448198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003653323,"about_ca_topic_score_gemma":0.0001073947,"domain_scores_codex":[0.998786,0.00002664422,0.0003113128,0.0004392209,0.0001608962,0.0002759335],"domain_scores_gemma":[0.9987069,0.00003234363,0.0004603418,0.0004608414,0.0001763377,0.0001632258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001336074,0.0002359088,0.990175,0.0004160337,0.00001908911,0.0003089696,0.0004377759,7.603457e-8,0.0007810207,0.0001309674,0.0002542451,0.005904809],"study_design_scores_gemma":[0.004434608,0.002119929,0.987496,0.0005686636,0.0002441015,0.00008922115,0.000008654729,0.000003872233,0.0002284556,0.00002711778,0.004602585,0.0001767499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951823,0.00205712,0.000002196518,0.001279271,0.0003206947,0.0006849546,0.0002901677,0.00002285801,0.0001604334],"genre_scores_gemma":[0.9962345,0.002114062,0.0003495449,0.0002341684,0.0000742417,0.0001213145,0.00007831576,0.00003540682,0.0007584271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005728059,"threshold_uncertainty_score":0.6712894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696169377580514,"score_gpt":0.2810148276878972,"score_spread":0.254053133912092,"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."}}