{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004074535,0.0002406876,0.0003417048,0.000534323,0.0003984313,0.0004428158,0.0003537813,0.0005180837,0.001825135],"category_scores_gemma":[0.001142759,0.0002114746,0.0005608743,0.0006360685,0.0003288949,0.0004610436,0.000440876,0.0005764013,0.0002711489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003151516,"about_ca_system_score_gemma":0.0003973953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002951407,"about_ca_topic_score_gemma":0.003216091,"domain_scores_codex":[0.9996829,0.00007248452,0.00002209793,0.00007886269,0.00005663034,0.0000871587],"domain_scores_gemma":[0.9992224,0.0001241753,0.0002907094,0.00003808567,0.00007639939,0.0002481589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002546875,0.00003853157,0.9986481,0.000008025077,0.00004971755,0.00007803876,0.00002957789,0.00006708045,0.0001063861,0.00001193889,0.00008198852,0.0006258728],"study_design_scores_gemma":[0.00001660487,0.0002851884,0.9987285,0.00000388706,0.0000456221,0.0004126362,0.0001306906,0.0001851667,0.00003491528,0.00004819835,0.0001028278,0.000005714126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992448,0.0002145478,0.00004687691,0.00002754787,0.000006367241,0.000005340444,0.000183662,0.000002120786,0.000268799],"genre_scores_gemma":[0.9995399,0.00003216472,0.0000137399,0.00001321853,0.000007845487,0.00000407945,0.0002855571,7.426764e-7,0.000102877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002951407,"threshold_uncertainty_score":0.006105661,"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."}}