{"id":"W1966818523","doi":"10.1016/j.urology.2009.05.050","title":"Canary Prostate Active Surveillance Study: Design of a Multi-institutional Active Surveillance Cohort and Biorepository","year":2009,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; University of Washington; Canary Foundation","keywords":"Medicine; Prostate cancer; Biorepository; Prostate; Oncology; Disease; Cancer; Internal medicine; Prostate-specific antigen; Localized disease; Bioinformatics; Biobank","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":[0.01659391,0.002285286,0.002615735,0.002028781,0.002666493,0.00231427,0.003427822,0.00257957,0.008388224],"category_scores_gemma":[0.01053804,0.002194831,0.002163218,0.003179245,0.00127039,0.002643204,0.002841718,0.002149776,0.00255228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002460299,"about_ca_system_score_gemma":0.004055796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005977142,"about_ca_topic_score_gemma":0.006439148,"domain_scores_codex":[0.9895545,0.004898706,0.0009048948,0.0025297,0.001248284,0.0008639109],"domain_scores_gemma":[0.9914198,0.001185727,0.001565732,0.002015356,0.002402803,0.001410555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1703445,0.02390051,0.723035,0.002823903,0.00499822,0.001351099,0.00221675,0.001619089,0.003676371,0.005421121,0.02951469,0.03109859],"study_design_scores_gemma":[0.08873174,0.07493512,0.7585265,0.0007583633,0.005565329,0.001661699,0.00285934,0.008668217,0.001906607,0.004662744,0.05121544,0.000508885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7542287,0.004513641,0.01838922,0.001662184,0.00110644,0.1829435,0.02316335,0.0002547101,0.01373833],"genre_scores_gemma":[0.6909124,0.001066102,0.03278492,0.003923563,0.001157757,0.2378356,0.02499973,0.0001585031,0.007161356],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01659391,"threshold_uncertainty_score":0.087758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825844749992781,"score_gpt":0.2768688247224085,"score_spread":0.2586103772224807,"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."}}