{"id":"W4223454100","doi":"10.1002/pros.24350","title":"Contemporary seminal vesicle invasion rates in NCCN high‐risk prostate cancer patients","year":2022,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Cohort; Prostate cancer; Nomogram; Logistic regression; Cancer; Stage (stratigraphy); Epidemiology; Prostate; Internal medicine; Oncology; Urology; Gynecology","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":[0.0004675922,0.0002238033,0.0003206957,0.00009588531,0.0003416311,0.00003136671,0.0001418808,0.00002600453,0.0002161197],"category_scores_gemma":[0.00004558271,0.0001510419,0.00007236526,0.0003878358,0.00009110674,0.0001282571,0.0002348897,0.0004001957,0.00002687727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004837864,"about_ca_system_score_gemma":0.0003059652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225775,"about_ca_topic_score_gemma":0.00008577769,"domain_scores_codex":[0.9981762,0.0002051046,0.0004211086,0.0003966543,0.0004094568,0.0003915061],"domain_scores_gemma":[0.9991,0.0001202944,0.0002497059,0.0003328719,0.0000835602,0.0001135565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001775703,0.0008837826,0.9627817,0.00006641703,0.00009140043,0.0001119182,0.004485411,0.0002310199,0.0006109664,0.00002033112,0.01171026,0.0172311],"study_design_scores_gemma":[0.01342084,0.003302041,0.9177598,0.000309174,0.0001652735,0.0000134808,0.001396233,0.0002927911,0.03409709,0.001304214,0.02752171,0.0004172977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886543,0.003552446,4.422425e-7,0.004217713,0.0002939978,0.002216602,0.0006228919,0.0000548045,0.0003868549],"genre_scores_gemma":[0.9932207,0.002162356,0.00003065736,0.00107496,0.00004649095,0.002124707,0.0002837722,0.00004436878,0.001012027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04502183,"threshold_uncertainty_score":0.6159312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827068176111225,"score_gpt":0.269196774081351,"score_spread":0.2509260923202387,"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."}}