{"id":"W2601300370","doi":"10.1200/jco.2017.35.6_suppl.271","title":"De novo metastatic prostate cancer: Patterns of PSA testing prediagnosis and disease characteristics.","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Cancer; Internal medicine; Prostate; Disease; Lower urinary tract symptoms; Metastasis; Prostate-specific antigen; Gynecology; Oncology","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":[0.0006301323,0.0001391629,0.0002378277,0.001011452,0.0001959295,0.000515938,0.0003829773,0.0002661267,0.002039035],"category_scores_gemma":[0.002574958,0.0002190739,0.0002269349,0.00133106,0.0003695664,0.0004325925,0.0005415017,0.0002491589,0.0004235986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004431918,"about_ca_system_score_gemma":0.0004166434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677647,"about_ca_topic_score_gemma":0.007916705,"domain_scores_codex":[0.9995442,0.00007684217,0.00007714969,0.00009377578,0.0001242018,0.0000839303],"domain_scores_gemma":[0.9974395,0.0003875146,0.001571925,0.00007400163,0.0002739459,0.0002530415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003675649,0.000004296427,0.9984012,0.00001156042,0.00000506406,0.000211378,0.00004441652,0.00001037365,0.0001230239,0.000006707165,0.00005773377,0.00108756],"study_design_scores_gemma":[0.000001964432,0.00004935923,0.9961517,0.00001130473,0.000005821657,0.003150639,0.0002203077,0.00008043988,0.00006642898,0.00001150495,0.0002477898,0.000002643099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977654,0.0008162187,0.00009817212,0.0000606747,0.000004925887,0.00001672159,0.0004471953,0.000004869381,0.0007858243],"genre_scores_gemma":[0.9993987,0.0001374817,0.00005525137,0.000012292,0.000003186406,0.00000457085,0.0002606516,0.000001401033,0.0001264336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004677647,"threshold_uncertainty_score":0.009300828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824909799854133,"score_gpt":0.496065846154031,"score_spread":0.3135748661686177,"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."}}