{"id":"W3034586552","doi":"10.1016/j.eururo.2020.05.018","title":"Standardized Nomenclature and Surveillance Methodologies After Focal Therapy and Partial Gland Ablation for Localized Prostate Cancer: An International Multidisciplinary Consensus","year":2020,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":127,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto; University Health Network; Mount Sinai Hospital","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Guideline; Prostate cancer; Medical physics; Prostate; MEDLINE; Biopsy; Prostate-specific antigen; Radiology; Cancer; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003232311,0.0001489147,0.0002869507,0.00002835875,0.00005944777,0.00002500748,0.00003917779,0.00004564517,0.00002509281],"category_scores_gemma":[0.0001099958,0.0001115613,0.00003475884,0.00003725437,0.0001679031,0.00004466526,0.00005732906,0.00009967499,9.936206e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002328262,"about_ca_system_score_gemma":0.00003920218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000817545,"about_ca_topic_score_gemma":0.000009257113,"domain_scores_codex":[0.9988479,0.0002964543,0.0002094217,0.0003910131,0.00007941112,0.0001758065],"domain_scores_gemma":[0.999386,0.0002144259,0.00008556878,0.0001003011,0.00008201405,0.000131726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05890815,0.0001339949,0.7774807,0.0000932782,0.0005296789,0.0003893245,0.004802971,0.0001329999,0.00318581,0.0001905301,0.00055979,0.1535928],"study_design_scores_gemma":[0.01755887,0.005218385,0.9147045,0.00001497966,0.00007873961,0.00005520071,0.00009043572,0.004841276,0.0008498587,0.0002611204,0.05610053,0.0002261164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761928,0.004413944,0.001682717,0.01619483,0.0001856597,0.0007664988,0.0004030235,0.0000672351,0.00009331981],"genre_scores_gemma":[0.9899312,0.003648156,0.004298906,0.001613466,0.0002465757,0.0001166575,0.00009937882,0.0000270277,0.00001866718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533666,"threshold_uncertainty_score":0.4549337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05842118836043438,"score_gpt":0.3457922995742435,"score_spread":0.2873711112138091,"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."}}