{"id":"W4403589113","doi":"10.1038/s41391-024-00910-3","title":"Undetected Cribriform and Intraductal Prostate Cancer at biopsy is associated with adverse outcomes","year":2024,"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; University of Toronto","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Medicine; Prostate cancer; Cribriform; Adverse effect; Biopsy; Benign prostatic hyperplasia (BPH); Oncology; Urology; Internal medicine; Radiology; Cancer; Carcinoma","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":[0.00009127081,0.0005872764,0.0007194543,0.0001824184,0.0002712527,0.000197061,0.00006095361,0.00008553059,0.0003512891],"category_scores_gemma":[0.0000561429,0.0003946547,0.000116282,0.0004736189,0.0004561467,0.0003978299,0.0001042049,0.0002075494,0.00001056641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005951051,"about_ca_system_score_gemma":0.0005708481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000473886,"about_ca_topic_score_gemma":0.0002478297,"domain_scores_codex":[0.9974128,0.00003608795,0.000439984,0.0009416348,0.0004696159,0.0006999039],"domain_scores_gemma":[0.9985802,0.0001842896,0.0001402396,0.0002667168,0.0002029975,0.0006255987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001762739,0.0003184209,0.9089968,0.002398872,0.001939311,0.0008586124,0.005350199,0.00000755757,0.0003181356,0.0001037331,0.002452929,0.07549269],"study_design_scores_gemma":[0.009095876,0.001873862,0.963724,0.004577069,0.003756948,0.0001975214,0.0009802899,0.0009026325,0.003319986,0.001085635,0.009309209,0.001176958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258677,0.05903689,0.000002664931,0.005299126,0.0002686805,0.002304208,0.006778062,0.0003102105,0.0001324716],"genre_scores_gemma":[0.9698298,0.02252363,0.00008002938,0.001222755,0.00006922711,0.002195874,0.0004569202,0.0001174111,0.003504322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07431573,"threshold_uncertainty_score":0.9998505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219591938455089,"score_gpt":0.2817829960118007,"score_spread":0.2695870766272498,"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."}}