{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001798307,0.0001848851,0.0004645055,0.00008485327,0.00008264241,0.000004682233,0.00004992893,0.00007477053,0.00001065191],"category_scores_gemma":[0.00006926303,0.0001453364,0.00003977688,0.0001213817,0.0002064204,0.00005367455,0.00002492849,0.0001311543,0.00000251034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495414,"about_ca_system_score_gemma":0.0002793967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004345741,"about_ca_topic_score_gemma":0.0002063691,"domain_scores_codex":[0.9988073,0.0001666802,0.000231189,0.0003993676,0.0001514318,0.0002440075],"domain_scores_gemma":[0.9992298,0.0001605471,0.0001319134,0.0002078516,0.0001595909,0.0001102556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003237055,0.001640632,0.9715806,0.00001945953,0.0005409782,0.0004940553,0.0008862037,0.0003845269,0.002263082,0.00004586792,0.0001755374,0.01873204],"study_design_scores_gemma":[0.003437011,0.004376464,0.9889707,0.000009873999,0.00007293854,0.0001007327,0.00007759562,0.0004578558,0.002121547,0.00003273016,0.0002272582,0.0001153188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952081,0.001257402,0.0004039402,0.0009158812,0.0001421269,0.001709208,0.0001024699,0.00003615723,0.0002247059],"genre_scores_gemma":[0.9987612,0.0003895689,0.0002311827,0.0003648504,0.00004381462,0.0001217677,0.00003616323,0.000009787795,0.00004170139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01861672,"threshold_uncertainty_score":0.5926645,"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."}}