{"id":"W4404868562","doi":"10.1111/his.15372","title":"Unexpectedly high variability in determining tumour extent in prostatic biopsies: implications for active surveillance","year":2024,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"CoreQuest Sagl","keywords":"Medicine; Prostate cancer; Biopsy; Prostate; Demographics; Cancer; Urology; Radiology; Internal medicine; Demography","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":[0.03386514,0.0002007385,0.0003473205,0.0008632853,0.0004422195,0.001185604,0.0008230822,0.0004745882,0.0008905687],"category_scores_gemma":[0.09737603,0.0001932091,0.0003248181,0.0009587987,0.0008683056,0.001032988,0.001115543,0.0005283504,0.0002433616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003436438,"about_ca_system_score_gemma":0.0003742577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008090663,"about_ca_topic_score_gemma":0.001077058,"domain_scores_codex":[0.9508502,0.03158233,0.004533015,0.004094527,0.008325231,0.0006147345],"domain_scores_gemma":[0.7897251,0.1556304,0.03280357,0.0112486,0.009562564,0.00102988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002689763,0.00006702474,0.945949,0.0004247327,0.0001646179,0.0001858469,0.004253491,0.0003112776,0.00249267,0.0002397544,0.0006445552,0.0449981],"study_design_scores_gemma":[0.000005636092,0.0002552813,0.9899762,0.0002478014,0.0000658771,0.001251427,0.002744437,0.001128407,0.00204211,0.0005140444,0.001742837,0.000025888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827513,0.00271246,0.01078806,0.0007361298,0.0001257648,0.00007733722,0.0002619905,0.00005120393,0.002495754],"genre_scores_gemma":[0.9966192,0.0002290466,0.002633948,0.0001437371,0.00006545943,0.0000423054,0.0001196803,0.00001360515,0.0001330139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03386514,"threshold_uncertainty_score":0.1790981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130349233741991,"score_gpt":0.3139990655432305,"score_spread":0.2926955732058106,"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."}}