{"id":"W3116004252","doi":"10.1016/j.eururo.2020.11.022","title":"Evidence for Focal Grade Group Progression in Low-risk Prostate Cancer","year":2020,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Oncology; Internal medicine; Prostate disease; Gynecology; Urology; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002789698,0.0004446667,0.000712998,0.0001457643,0.00007192608,0.00002688869,0.0002192079,0.0002328561,0.00006934001],"category_scores_gemma":[0.000360683,0.0003484573,0.0002097983,0.000169844,0.0001598209,0.00006144902,0.000145807,0.001575559,0.0001075605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002300046,"about_ca_system_score_gemma":0.0001600819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000611353,"about_ca_topic_score_gemma":0.00003056588,"domain_scores_codex":[0.9969532,0.0005329619,0.0005714454,0.001016926,0.0002539245,0.0006715351],"domain_scores_gemma":[0.998492,0.0005065327,0.0003705119,0.000418133,0.00006833957,0.0001444889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001194351,0.0001939229,0.04057459,0.001014892,0.0001896056,0.01018099,0.0004316145,0.00001172731,0.00005788175,0.000005607465,0.8979043,0.04824052],"study_design_scores_gemma":[0.003488114,0.004283067,0.02262468,0.001651739,0.0005033734,0.00005018604,0.000004825523,0.0001381117,0.00009501846,0.00009746446,0.9667141,0.0003493566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009759221,0.02271886,0.00007425666,0.9619884,0.0009634065,0.003704544,0.0003049423,0.0001484442,0.0003379465],"genre_scores_gemma":[0.07136559,0.01856884,0.0005789705,0.9000386,0.005735935,0.001963367,0.000939275,0.0003005947,0.0005088096],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06880976,"threshold_uncertainty_score":0.9998968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05535925792443552,"score_gpt":0.3323087619557301,"score_spread":0.2769495040312946,"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."}}