{"id":"W2471406539","doi":"10.1038/pcan.2016.22","title":"The role of lifestyle characteristics on prostate cancer progression in two active surveillance cohorts","year":2016,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"Cancer Research UK","keywords":"Medicine; Prostate cancer; Cohort; Disease; Cohort study; Demography; Lower risk; Gerontology; Internal medicine; Cancer; Confidence interval","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001891885,0.000355956,0.0005981819,0.00009452451,0.0001682696,0.00005334812,0.00009593339,0.0000397726,0.00004744058],"category_scores_gemma":[0.0001612972,0.0001855038,0.00008287513,0.0002444256,0.0003914431,0.0001645232,0.00007088733,0.0001281123,0.000004263878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002833373,"about_ca_system_score_gemma":0.0005246905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003095405,"about_ca_topic_score_gemma":0.000224059,"domain_scores_codex":[0.9977945,0.0001039593,0.0005442274,0.0005615206,0.0004293244,0.0005664365],"domain_scores_gemma":[0.9982404,0.0004800519,0.0003648295,0.0003506087,0.0002606556,0.0003035314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002683528,0.0002829906,0.5867017,0.0001969617,0.00009277154,0.00002714216,0.0005820457,0.000002444133,0.0004693111,0.0001246373,0.00009772412,0.4087387],"study_design_scores_gemma":[0.005144353,0.000907357,0.9679585,0.003091224,0.0001529142,0.000005349611,0.0002922619,0.00006587465,0.0126511,0.001444673,0.007966414,0.0003199629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675611,0.02241319,8.900433e-7,0.00357801,0.0002232329,0.00279422,0.003190208,0.0000479626,0.0001912451],"genre_scores_gemma":[0.940192,0.05570923,0.00002029582,0.0002155491,0.00008777333,0.00330635,0.00006938667,0.00004935109,0.0003500375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4084188,"threshold_uncertainty_score":0.7564626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007327450246434401,"score_gpt":0.307248139179063,"score_spread":0.2999206889326286,"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."}}