{"id":"W2145567935","doi":"10.1016/j.eururo.2012.11.005","title":"Active Surveillance for Low-Risk Prostate Cancer Worldwide: The PRIAS Study","year":2012,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":542,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Overdiagnosis; Prostate cancer; Biopsy; Proportional hazards model; Prostatectomy; Internal medicine; Prostate-specific antigen; Watchful waiting; Prospective cohort study; Gynecology; Cancer; Hazard ratio; Prostate; Cohort; Prostate biopsy; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567618,0.0008022116,0.0008526077,0.0009483466,0.0005031897,0.00143839,0.0007704789,0.000804563,0.0009959617],"category_scores_gemma":[0.002138135,0.0005706251,0.001302226,0.001912187,0.0003232577,0.001445693,0.001521544,0.001443625,0.0002329106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003428367,"about_ca_system_score_gemma":0.0006813623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009360023,"about_ca_topic_score_gemma":0.01144293,"domain_scores_codex":[0.9993598,0.0002298809,0.00004931441,0.0001595864,0.00008799372,0.0001133496],"domain_scores_gemma":[0.9986494,0.0001674357,0.0005416505,0.0001716825,0.0001026206,0.0003671785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002215032,0.0002946036,0.9875697,0.00007735571,0.001516085,0.00019824,0.0003168476,0.0001109114,0.0003278152,0.000145422,0.001007557,0.006220542],"study_design_scores_gemma":[0.000208619,0.0004274383,0.9956506,0.00004707665,0.001142679,0.0003530554,0.0005995028,0.0001255331,0.00007255139,0.00008507028,0.00127272,0.00001521431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945756,0.002047719,0.0001054422,0.0002627581,0.00002895335,0.00002993605,0.001604131,0.000005294908,0.001340059],"genre_scores_gemma":[0.9948522,0.001548247,0.0001312639,0.0001993578,0.00008069599,0.00004336635,0.002515367,0.000008673791,0.0006208479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009360023,"threshold_uncertainty_score":0.01861107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01954647276093407,"score_gpt":0.2969665797965856,"score_spread":0.2774201070356516,"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."}}