{"id":"W4379107137","doi":"10.1158/1538-7445.prca2023-b048","title":"Abstract B048: Performance of diagnostic biomarkers in the Canary Prostate cancer Active Surveillance Study (PASS)","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biomarker; Prostate cancer; Medicine; Prostate biopsy; Receiver operating characteristic; Biopsy; Oncology; Proportional hazards model; Internal medicine; Prostate; Cancer","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":[0.004864741,0.001094916,0.0007214666,0.001604234,0.0005196921,0.001879517,0.001132505,0.00087856,0.00455078],"category_scores_gemma":[0.009335318,0.0002715916,0.0009983054,0.002485164,0.0004433938,0.0007732983,0.001302009,0.0007018553,0.0008877098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006976035,"about_ca_system_score_gemma":0.000901552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01468221,"about_ca_topic_score_gemma":0.0144443,"domain_scores_codex":[0.9982284,0.0006873771,0.0001290904,0.0004625558,0.0003119248,0.0001806489],"domain_scores_gemma":[0.9941275,0.001589924,0.002316275,0.0006505523,0.0006898733,0.0006259397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00266912,0.00007622007,0.9873551,0.0001026703,0.0009870626,0.00005519934,0.0000819273,0.0008268286,0.0002830108,0.0002142776,0.002000086,0.00534852],"study_design_scores_gemma":[0.00008906099,0.0004899691,0.9940042,0.00004578079,0.000452642,0.000118705,0.00008988329,0.002978893,0.0003319853,0.0002712418,0.00110848,0.00001913641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98727,0.00129508,0.0006541899,0.0003347461,0.00005911663,0.00004371088,0.007377739,0.00007073094,0.002894725],"genre_scores_gemma":[0.9947016,0.0001591886,0.0003596938,0.00005762877,0.00004702182,0.00003975682,0.003929579,0.00001139443,0.0006940599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01468221,"threshold_uncertainty_score":0.02919346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0954286920670956,"score_gpt":0.442638270128012,"score_spread":0.3472095780609165,"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."}}