{"id":"W4200288168","doi":"10.4081/aiua.2021.4.389","title":"Diagnostic assessment program for prostate cancer: Lessons learned after 2 years and degree of compliance to Canadian guidelines","year":2021,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Northern Ontario Academic Medicine Association","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Referral; Urology; Prostate; Biopsy; Prostate biopsy; Radiation therapy; Cancer; Gynecology; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009314587,0.0003249671,0.0005724388,0.001224342,0.002064756,0.002627063,0.002033539,0.0009844037,0.001562018],"category_scores_gemma":[0.0266207,0.0002412374,0.0006267014,0.002585599,0.001156325,0.001683931,0.001722193,0.002383463,0.0001844325],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02194971,"about_ca_system_score_gemma":0.0791546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8932062,"about_ca_topic_score_gemma":0.9144247,"domain_scores_codex":[0.9941143,0.001256606,0.0003347382,0.0004046911,0.002817078,0.001072577],"domain_scores_gemma":[0.9754321,0.003154251,0.00196123,0.0005672226,0.01231749,0.006567684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002172833,0.0003709752,0.443911,0.00115419,0.0001502915,0.0005085192,0.007531858,0.0005627522,0.0002734234,0.001829249,0.06885349,0.4746369],"study_design_scores_gemma":[0.00004306202,0.0004745104,0.9137436,0.003801022,0.0001648255,0.0003309544,0.01288442,0.001143346,0.0003230326,0.001196827,0.06577789,0.0001165904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4453463,0.07887793,0.003736486,0.442374,0.002220557,0.0004566209,0.003722581,0.0002981328,0.02296744],"genre_scores_gemma":[0.9446087,0.03058352,0.007999544,0.01206801,0.0006331078,0.0001545816,0.00173084,0.00006577346,0.002156009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9780503,"threshold_uncertainty_score":0.2148454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033504551625649,"score_gpt":0.3947518620039813,"score_spread":0.2914014068414164,"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."}}