{"id":"W2603831628","doi":"10.1177/1066896917696745","title":"Incidental Prostate Adenocarcinoma in Cystoprostatectomy Specimens: Partial Versus Complete Prostate Sampling","year":2017,"lang":"en","type":"article","venue":"International Journal of Surgical Pathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre; Victoria General Hospital","funders":"","keywords":"Prostate; Cystoprostatectomy; Medicine; Urology; Prostate adenocarcinoma; Stage (stratigraphy); Sampling (signal processing); Prostatectomy; Internal medicine; Cancer; Biology","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":[0.0004635888,0.0002066658,0.0005395903,0.0002527784,0.0001038088,0.0001116959,0.0003635352,0.00009271322,0.0001426808],"category_scores_gemma":[0.0001630119,0.0001659367,0.000215765,0.0000487733,0.0002749198,0.0003123162,0.0001876003,0.0004346489,0.00003739871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004595674,"about_ca_system_score_gemma":0.0001708401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006296633,"about_ca_topic_score_gemma":0.00003085022,"domain_scores_codex":[0.9979191,0.00007303628,0.000813438,0.0002919881,0.0005563671,0.0003461046],"domain_scores_gemma":[0.9982324,0.0001588705,0.0007287446,0.0002606349,0.0004247065,0.0001946889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02200508,0.001081538,0.8212711,0.00003601956,0.0005371498,0.1233001,0.001041065,0.0001136755,0.003052729,0.001078895,0.0002298461,0.02625281],"study_design_scores_gemma":[0.0342681,0.002400115,0.9209433,0.0004499296,0.0001074542,0.009869292,0.0001778229,0.00008346718,0.003038759,0.0007371837,0.02767138,0.000253239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898195,0.0008817628,0.00002112432,0.005815434,0.002193201,0.0003262871,0.0000836891,0.00001150723,0.0008474952],"genre_scores_gemma":[0.9971908,0.001212836,0.000654721,0.0001350463,0.0006438426,0.0000249532,0.00003790973,0.00002262243,0.00007724609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1134308,"threshold_uncertainty_score":0.6766703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06703061364433957,"score_gpt":0.359938518740915,"score_spread":0.2929079050965755,"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."}}