{"id":"W2086011885","doi":"10.1038/pcan.2014.48","title":"Diagnostic prostate biopsy performed in a non-academic center increases the risk of re-classification at confirmatory biopsy for men considering active surveillance for prostate cancer","year":2014,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Confidence interval; Odds ratio; Biopsy; Internal medicine; Logistic regression; Multivariate analysis; Prostate biopsy; Urology; Cancer; Gastroenterology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005745643,0.0005703022,0.0009594262,0.0001846503,0.0003675687,0.00006499368,0.0001521229,0.0001154088,0.00003828211],"category_scores_gemma":[0.001074602,0.0004023556,0.0001974516,0.0003119303,0.0005922291,0.0002683089,0.0001042473,0.0002361702,0.000002000101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004898187,"about_ca_system_score_gemma":0.0005747334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236455,"about_ca_topic_score_gemma":0.0003799753,"domain_scores_codex":[0.9967728,0.0001767203,0.0009600291,0.0008956101,0.000367374,0.0008274914],"domain_scores_gemma":[0.9952771,0.002582743,0.0008263227,0.000450589,0.0004895125,0.00037374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006309307,0.0003890224,0.9436761,0.003583108,0.0004093398,0.000007556037,0.004332817,0.00009859072,0.001083025,0.00005221699,0.001338708,0.03872021],"study_design_scores_gemma":[0.01449494,0.001021541,0.9615147,0.002238428,0.0008653994,0.00002085245,0.001923068,0.006525473,0.006006472,0.0009396577,0.003829041,0.0006204457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592192,0.01146362,0.0000491762,0.002341643,0.0002059071,0.01134081,0.01525121,0.00006198444,0.00006643122],"genre_scores_gemma":[0.9445706,0.02902074,0.0001994026,0.0003542144,0.000119934,0.02460274,0.0008183115,0.00009982601,0.0002142398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03809977,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01955615925783065,"score_gpt":0.3014110646465736,"score_spread":0.2818549053887429,"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."}}