{"id":"W2116692142","doi":"10.1016/j.eururo.2012.10.015","title":"Contemporary Grading for Prostate Cancer: Implications for Patient Care","year":2012,"lang":"en","type":"review","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; McGill University Health Centre","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Grading (engineering); Radiation therapy; Disease; Biochemical recurrence; Prostate; Cancer; Radiology; Oncology; Internal medicine","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":[0.002876713,0.001000637,0.002421424,0.004566714,0.0004478216,0.001990681,0.001574344,0.001233342,0.002803904],"category_scores_gemma":[0.005031733,0.0003757225,0.0009264136,0.006941288,0.001142417,0.002288586,0.001123153,0.002121096,0.001092081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002189148,"about_ca_system_score_gemma":0.004342953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007540894,"about_ca_topic_score_gemma":0.01666613,"domain_scores_codex":[0.9989455,0.0002548348,0.0002317266,0.0001775259,0.0003328932,0.00005756452],"domain_scores_gemma":[0.9967648,0.001489608,0.0004706827,0.00005887926,0.001080082,0.0001360014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005270822,0.00003173429,0.001069278,0.02358903,0.0001631499,0.00005849668,0.00007692815,0.0002645128,0.0002313522,0.002682607,0.0384009,0.9333794],"study_design_scores_gemma":[0.00003224757,0.00008570697,0.00692867,0.03221587,0.0007267543,0.001011734,0.0005024746,0.0001974345,0.0001937689,0.003618469,0.9544242,0.00006275152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009517711,0.9979054,0.0001196225,0.0009154385,0.0004001309,0.000003649239,0.00003232335,0.000005442439,0.0005228816],"genre_scores_gemma":[0.0009305072,0.9974727,0.0003959958,0.0006134502,0.000297144,0.00000549072,0.00004756046,0.000002377537,0.0002347285],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007540894,"threshold_uncertainty_score":0.01588345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132280857709047,"score_gpt":0.370851795451536,"score_spread":0.2576237096806314,"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."}}