{"id":"W4396920696","doi":"10.21203/rs.3.rs-4265149/v1","title":"Undetected Cribriform and Intraductal Prostate Cancer at biopsy is associated with adverse outcomes","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Cribriform; Prostate cancer; Biopsy; Medicine; Cancer; Prostate; Adverse effect; General surgery; Oncology; Radiology; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006939423,0.0002187573,0.0002692567,0.0005479891,0.0003004035,0.0007502915,0.0004361173,0.0003973555,0.003729313],"category_scores_gemma":[0.005764161,0.0001746943,0.0004188636,0.0006386068,0.0003069338,0.0004819703,0.0005381359,0.0006633148,0.0002998627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244366,"about_ca_system_score_gemma":0.0004396086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173344,"about_ca_topic_score_gemma":0.002164461,"domain_scores_codex":[0.9994825,0.0001291118,0.00006630639,0.0001023042,0.0001318295,0.00008790731],"domain_scores_gemma":[0.9945329,0.00126878,0.002850447,0.0002384291,0.0003799693,0.0007293877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001898033,0.00001197378,0.9977698,0.0000228128,0.00003523298,0.00008581729,0.00001968624,0.0000296726,0.0001094696,0.00001370015,0.0001181866,0.001593738],"study_design_scores_gemma":[0.000004093165,0.00006491106,0.9985104,0.00002249505,0.00004731987,0.0007379536,0.00008210881,0.0001859711,0.00009862176,0.0000505335,0.0001907018,0.00000492403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969794,0.001707712,0.0001547182,0.0001514981,0.00002634365,0.000006209059,0.0003418632,0.000005758349,0.0006265834],"genre_scores_gemma":[0.9992065,0.0002851261,0.00005081878,0.00002731386,0.00003895292,0.000002808065,0.0002204709,0.000002234191,0.0001657807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003729313,"threshold_uncertainty_score":0.01247579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050744287258267,"score_gpt":0.3910654073915184,"score_spread":0.3403211201332514,"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."}}