{"id":"W4391420108","doi":"10.5489/cuaj.8563","title":"Association of extended core sampling with delayed intervention and pathologic outcomes for active surveillance patients","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Odds ratio; Watchful waiting; Sampling (signal processing); Cohort; Biopsy; Logistic regression; Epidemiology; Surveillance, Epidemiology, and End Results; Internal medicine; Cancer; Radiology; Surgery; Oncology; Cancer registry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009379628,0.0001542501,0.0002077335,0.0003271595,0.0001828275,0.000493033,0.0003217398,0.0001698564,0.001641193],"category_scores_gemma":[0.003812508,0.0001367537,0.0003710335,0.0004545808,0.0001956644,0.0003020444,0.0003740979,0.0005277107,0.0000987195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002565858,"about_ca_system_score_gemma":0.000442862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745551,"about_ca_topic_score_gemma":0.003527563,"domain_scores_codex":[0.9995086,0.0001272142,0.00005914227,0.0001217241,0.000107962,0.00007533735],"domain_scores_gemma":[0.99619,0.0006751835,0.002276055,0.0001587026,0.0002085859,0.0004914814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001247539,0.00001182708,0.9980717,0.00001004095,0.00002385889,0.0000225555,0.0000171742,0.00003805873,0.00008595557,0.000008670175,0.00004255478,0.001542811],"study_design_scores_gemma":[0.000006005598,0.0001140663,0.9990707,0.00001250471,0.00003609894,0.0002466943,0.00005854822,0.000226357,0.00007949727,0.00002665595,0.0001204323,0.000002461573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988847,0.0004783611,0.0001414794,0.00004858361,0.000005532082,0.000004765107,0.0001687575,0.000003352869,0.0002645954],"genre_scores_gemma":[0.9996773,0.00006607947,0.00005687087,0.00001117029,0.000007356356,0.000002126971,0.0001406552,9.417814e-7,0.00003741496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001745551,"threshold_uncertainty_score":0.005490303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125587163534122,"score_gpt":0.2837551692591244,"score_spread":0.2624992976237832,"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."}}