{"id":"W4213097355","doi":"10.1002/pros.24313","title":"Non‐organ confined stage and upgrading rates in exclusive PSA high‐risk prostate cancer patients","year":2022,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Stage (stratigraphy); Prostatectomy; Confidence interval; Odds ratio; Prostate cancer; Urology; Logistic regression; Internal medicine; Prostate; Prostate-specific antigen; Biopsy; Epidemiology; Cancer; Oncology; Gastroenterology","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":[0.0002957988,0.0002515027,0.0003665646,0.0001164246,0.0004243863,0.00004538327,0.0001083592,0.0000261721,0.0002415335],"category_scores_gemma":[0.00003414887,0.0001745734,0.00004705333,0.0003524338,0.0001188578,0.00009201995,0.0002623998,0.0003665359,0.000006344576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104598,"about_ca_system_score_gemma":0.0001535939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002079919,"about_ca_topic_score_gemma":0.0001680552,"domain_scores_codex":[0.998346,0.0001117104,0.0003684956,0.0004238604,0.0002973925,0.0004525973],"domain_scores_gemma":[0.9991688,0.0001120623,0.000247006,0.0002787497,0.00006575649,0.0001276019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001074413,0.0004260696,0.9734733,0.000109536,0.0001642043,0.0001032104,0.01158185,0.0002638324,0.0008364625,0.0001466815,0.0006049953,0.01121548],"study_design_scores_gemma":[0.01623935,0.002519402,0.9423063,0.0002208685,0.0002996606,0.00001145962,0.002951069,0.0007229009,0.02016985,0.001145345,0.01293312,0.0004806549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910986,0.001343088,9.827598e-7,0.003707619,0.0002007447,0.002560788,0.0008306231,0.000041849,0.0002157262],"genre_scores_gemma":[0.9916461,0.003686429,0.00003765487,0.0007844687,0.00003206735,0.001636682,0.0001680628,0.00004886716,0.001959693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03116696,"threshold_uncertainty_score":0.7118897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009605294130562846,"score_gpt":0.2641119453372597,"score_spread":0.2545066512066969,"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."}}