{"id":"W2903597321","doi":"10.1111/his.13767","title":"Grading of prostate cancer: a work in progress","year":2018,"lang":"en","type":"review","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Grading (engineering); Medicine; Prostate cancer; Prostatectomy; Concordance; Prostate; Biopsy; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001924432,0.0003115554,0.002120658,0.0003303888,0.00002308839,0.000003425087,0.000107808,0.0002422013,0.00005799292],"category_scores_gemma":[0.00002245112,0.0002361474,0.0002747735,0.0003716069,0.0003240897,0.00001894005,0.00005740307,0.0002527214,0.00002809443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007516007,"about_ca_system_score_gemma":0.0005199329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000363399,"about_ca_topic_score_gemma":0.00002495701,"domain_scores_codex":[0.9982997,0.0001127174,0.0006512938,0.0004818289,0.0001185272,0.0003359854],"domain_scores_gemma":[0.9989731,0.00004849644,0.0004459195,0.0003910049,0.00005908261,0.00008238003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007605959,0.0002798515,0.01415488,0.01858323,0.00003050699,0.0009196078,0.0004053247,3.171404e-8,1.678631e-7,0.00004285024,0.00206273,0.9634448],"study_design_scores_gemma":[0.0005784761,0.0004385186,0.00225336,0.03324662,0.0007559682,0.0001685267,0.000004872919,1.075692e-7,0.000004341504,0.00001768099,0.9623674,0.0001641488],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007833551,0.9966439,3.743468e-7,0.0001124032,0.0005237982,0.001538874,0.00006052433,0.00002668718,0.0003100828],"genre_scores_gemma":[0.0001942861,0.9966598,0.0003241528,0.00003637072,0.0001207919,0.002015833,0.00008777751,0.00005440036,0.0005066094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9632806,"threshold_uncertainty_score":0.962981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05461417009751029,"score_gpt":0.3711495495298593,"score_spread":0.3165353794323491,"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."}}