{"id":"W4283584091","doi":"10.1111/his.14711","title":"<scp>WHO</scp>Classification of Tumours fifth edition: evolving issues in the classification, diagnosis, and prognostication of prostate cancer","year":2022,"lang":"en","type":"review","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Sydney; World Health Organization","keywords":"Grading (engineering); Medicine; Intraepithelial neoplasia; Pathology; High-grade prostatic intraepithelial neoplasia; Carcinoma; Prostate; Prostate cancer; Cribriform; Adenoid cystic carcinoma; Not Otherwise Specified; Adenocarcinoma; Cancer; Oncology; Internal medicine; Biology","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":[0.0006159841,0.0002961146,0.001266176,0.0003331091,0.00009247167,0.00001065143,0.0001893299,0.0001509917,0.00007172435],"category_scores_gemma":[0.0006217391,0.0002192413,0.0001572418,0.0005231834,0.0003293868,0.00007448882,0.00005529269,0.0003424982,0.000002813947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004725069,"about_ca_system_score_gemma":0.0005015915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001017419,"about_ca_topic_score_gemma":0.00003527479,"domain_scores_codex":[0.9975593,0.0004477281,0.0009113571,0.0005360553,0.0003144318,0.0002311398],"domain_scores_gemma":[0.9972723,0.0008910908,0.001070447,0.0005295739,0.0001825506,0.00005407579],"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":[0.00002538199,0.001935392,0.1961345,0.03156364,0.00008598514,0.0001442789,0.009681613,0.000001255688,0.00002849545,0.004611481,0.02175678,0.7340312],"study_design_scores_gemma":[0.0003281986,0.0003636336,0.2471295,0.003479673,0.0009048451,0.00008707109,0.000382832,0.000007811064,0.000009013437,0.00009629092,0.7471433,0.00006784854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003714938,0.991708,0.000003863916,0.0009524802,0.0002634253,0.00263097,0.0002957914,0.00001965794,0.0004108217],"genre_scores_gemma":[0.006081612,0.9828123,0.0001252223,0.00006616895,0.0001375483,0.00971112,0.0008679607,0.00003932109,0.0001587491],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7339634,"threshold_uncertainty_score":0.8940402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0710764874831929,"score_gpt":0.3547045023448659,"score_spread":0.283628014861673,"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."}}