{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004931538,0.000171359,0.0002169828,0.0004914697,0.0001913298,0.0004140164,0.0002805403,0.0002726166,0.002035331],"category_scores_gemma":[0.002266473,0.0001576306,0.000376392,0.0007436738,0.0002358903,0.0003518208,0.0004796475,0.0004477881,0.0001595624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695961,"about_ca_system_score_gemma":0.0002692275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003171214,"about_ca_topic_score_gemma":0.004212937,"domain_scores_codex":[0.9996848,0.00009207716,0.00003044002,0.00006691759,0.00006715771,0.00005859499],"domain_scores_gemma":[0.998023,0.0004158223,0.0009329289,0.0001107402,0.00008756524,0.0004299959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005604564,0.00000692028,0.9992999,0.000003781152,0.00001121611,0.00002996793,0.00001504318,0.00002106385,0.00004209904,0.000005228276,0.000023427,0.0004852754],"study_design_scores_gemma":[0.000002594555,0.00003036104,0.9994864,0.000002602902,0.00001157467,0.0002332441,0.00005016184,0.0001000775,0.00002245549,0.00001491919,0.00004401593,0.000001572227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999453,0.000139654,0.00002646337,0.00001648243,0.000001637245,0.000002386592,0.0001130092,0.000001657077,0.0002456665],"genre_scores_gemma":[0.9997855,0.00004251949,0.00001168411,0.000005845033,0.000002852067,0.000001366955,0.0001118654,6.089915e-7,0.00003777563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003171214,"threshold_uncertainty_score":0.006808817,"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."}}