{"id":"W1623669612","doi":"10.1111/iju.12326","title":"Pathological upgrading and upstaging of patients eligible for active surveillance according to currently used protocols","year":2013,"lang":"en","type":"article","venue":"International Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Watchful waiting; Cancer; Gynecology; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004998752,0.0002666794,0.0002748818,0.001181892,0.0002598324,0.0007085031,0.0004934707,0.0003775846,0.0005602068],"category_scores_gemma":[0.01542728,0.000144326,0.0004397302,0.000677599,0.0003726162,0.0007688873,0.0005942514,0.0002919821,0.0001045845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003344348,"about_ca_system_score_gemma":0.0005528142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183472,"about_ca_topic_score_gemma":0.001325724,"domain_scores_codex":[0.997251,0.0008644774,0.0006501509,0.0004459371,0.0005632235,0.0002252263],"domain_scores_gemma":[0.988583,0.003005271,0.005270908,0.0009617372,0.001624193,0.0005549222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001999826,0.00002680964,0.9954191,0.00001693117,0.00002506939,0.00003165468,0.00006614012,0.00009639074,0.0001815356,0.00001558877,0.00003724504,0.003883608],"study_design_scores_gemma":[0.00002360139,0.0005937733,0.9958358,0.00003152978,0.00008163553,0.0004644662,0.0002902834,0.001259405,0.0007819016,0.00004913204,0.0005793109,0.000009188982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985114,0.000396202,0.0003754823,0.00003300565,0.000009245607,0.00004851573,0.00009320124,0.000005555609,0.0005274221],"genre_scores_gemma":[0.9993526,0.00007728954,0.0002936168,0.00001820602,0.000007652554,0.00001940301,0.000183378,0.000001758561,0.00004616054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004998752,"threshold_uncertainty_score":0.02643627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975867168793546,"score_gpt":0.3612316112211542,"score_spread":0.3314729395332187,"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."}}