{"id":"W3158887936","doi":"10.24908/iqurcp.8709","title":"Prostate Cancer and Ontario: An Analysis of Overdiagnosis and Biopsy Trends Across Ontario","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Prostate cancer; Medicine; Incidence (geometry); Cancer; Disease; Biopsy; Prostate biopsy; Descriptive statistics; Prostate; Health care; Gynecology; Demography; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005969233,0.0002339336,0.0004055371,0.002289302,0.001875386,0.001025838,0.0009624069,0.0003549043,0.002132321],"category_scores_gemma":[0.002825758,0.000357714,0.0007744963,0.008507662,0.0004467617,0.0004091581,0.001030809,0.0003858226,0.0002707741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02547393,"about_ca_system_score_gemma":0.02844333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919382,"about_ca_topic_score_gemma":0.9942642,"domain_scores_codex":[0.9986992,0.00008402625,0.0001096509,0.0001360835,0.0006118747,0.0003592158],"domain_scores_gemma":[0.9956078,0.0002544493,0.001265693,0.0001401716,0.001940014,0.0007919034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007828472,0.00001636467,0.9921405,0.00006808263,0.00006815344,0.00008598434,0.0008564987,0.000127814,0.0001719773,0.00007390884,0.00171409,0.004598335],"study_design_scores_gemma":[0.000002377776,0.000007544201,0.9985676,0.00001074678,0.00001015413,0.00001857574,0.0004975157,0.0001100305,0.00001605347,0.000005103197,0.0007510401,0.00000330154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741923,0.001269044,0.0001956662,0.0008317368,0.00001924418,0.00008328837,0.01867049,0.00002683861,0.004711409],"genre_scores_gemma":[0.9899511,0.0009435226,0.0002045526,0.0001207523,0.0000118242,0.00004174227,0.00641789,0.00001426097,0.002294353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02547393,"threshold_uncertainty_score":0.1848271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09091592763630253,"score_gpt":0.4008792967627456,"score_spread":0.3099633691264431,"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."}}