{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001363825,0.00007272852,0.0002458036,0.0001410944,0.00001594451,0.00001451831,0.00008925554,0.00003254722,0.00002207578],"category_scores_gemma":[0.0002375443,0.00005269866,0.00006590159,0.00003745914,0.00002869646,0.00009679759,0.0000391533,0.00007864633,0.000001441669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000735523,"about_ca_system_score_gemma":0.00003961637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006919531,"about_ca_topic_score_gemma":9.523938e-7,"domain_scores_codex":[0.9992743,0.00002652897,0.0003094269,0.000105518,0.0001696521,0.0001145618],"domain_scores_gemma":[0.998755,0.000184813,0.0002757261,0.00004604052,0.0006607101,0.00007766225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008924078,0.0002880628,0.9514076,0.00001735863,0.0001659071,0.00001491535,0.0002583306,0.00002244066,0.002413395,0.0001646961,0.0002972338,0.04405769],"study_design_scores_gemma":[0.006049498,0.004290309,0.9761633,0.0001437306,0.00003906002,0.00008468085,0.0001248084,0.0001316499,0.007055401,0.001668382,0.004156814,0.00009241974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934584,0.00005681139,0.001013034,0.002786526,0.000228768,0.002382495,0.00002766989,0.000003352307,0.00004288353],"genre_scores_gemma":[0.9978107,0.00003721013,0.00103378,0.0003558748,0.0001070926,0.0006379961,0.000006277185,0.000006634185,0.000004385435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04396527,"threshold_uncertainty_score":0.2148989,"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."}}