{"id":"W2473794952","doi":"10.1007/s00428-016-1981-2","title":"Utility of Gleason pattern 4 morphologies detected on transrectal ultrasound (TRUS)-guided biopsies for prediction of upgrading or upstaging in Gleason score 3 + 4 = 7 prostate cancer","year":2016,"lang":"en","type":"article","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Prostate cancer; Ultrasound; Prostate; Radiology; Urology; Cancer; Internal medicine","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":[0.0009065415,0.0006124213,0.0003346845,0.002088314,0.0003171781,0.001179133,0.0005397036,0.0006873583,0.001154243],"category_scores_gemma":[0.004521732,0.0002585186,0.0005212929,0.0007446337,0.0005188692,0.0007151854,0.0005427687,0.0004213975,0.0003172928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003202161,"about_ca_system_score_gemma":0.0003897802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002319439,"about_ca_topic_score_gemma":0.003678194,"domain_scores_codex":[0.9996194,0.0001343734,0.00005162281,0.00004850633,0.00008146175,0.00006464245],"domain_scores_gemma":[0.9979782,0.0007293753,0.0004915973,0.0001078369,0.0003230437,0.0003700975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004011291,0.00002406228,0.9955029,0.000008472584,0.00003574648,0.00008675885,0.00002094369,0.0001224699,0.0006001907,0.00001185641,0.0000369483,0.003148665],"study_design_scores_gemma":[0.00001575177,0.0004110176,0.9940987,0.00001575659,0.0001536795,0.000853433,0.0002497114,0.003167887,0.0006793436,0.0001098354,0.0002323561,0.00001264979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982409,0.000512875,0.0002001802,0.00004930216,0.00002204414,0.00001087644,0.0001008066,0.0000130767,0.0008500637],"genre_scores_gemma":[0.9994241,0.0001256092,0.0002169481,0.00001237777,0.00001255951,0.000002860814,0.00009567743,0.000002028536,0.000107943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002319439,"threshold_uncertainty_score":0.0047943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06804640677294042,"score_gpt":0.3698012281897257,"score_spread":0.3017548214167852,"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."}}