{"id":"W4301398346","doi":"10.1016/j.eururo.2022.09.015","title":"Prostate Adenocarcinoma Grade Group 1: Rationale for Retaining a Cancer Label in the 2022 World Health Organization Classification","year":2022,"lang":"en","type":"editorial","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Cancer Research UK; Francis Crick Institute; World Health Organization","keywords":"Medicine; Prostate cancer; Prostate; Cancer; Adenocarcinoma; Oncology; Internal medicine; Gynecology","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":[0.001249026,0.0002627532,0.0004257798,0.0002522127,0.0002841204,0.00003915299,0.0002383489,0.00008642511,0.0002027343],"category_scores_gemma":[0.0004982675,0.0002128351,0.00006169929,0.000624407,0.00006020389,0.00005124644,0.00008484355,0.0007750602,0.00001286341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007537039,"about_ca_system_score_gemma":0.0007573896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001016705,"about_ca_topic_score_gemma":0.0004082379,"domain_scores_codex":[0.997099,0.0008888504,0.0005398295,0.0006587752,0.0004341803,0.0003793345],"domain_scores_gemma":[0.9980834,0.000788653,0.0004807866,0.0004009777,0.0001739574,0.00007222363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002801743,0.0003392275,0.01069872,0.0001640435,0.00008757825,0.00006614297,0.00231768,0.00002477268,0.00001994924,0.0007031301,0.9820369,0.003261607],"study_design_scores_gemma":[0.003200582,0.001538186,0.03523494,0.00004700517,0.0001550971,0.000008608814,0.0002098956,0.00009318809,0.000003373301,0.00006570309,0.9592843,0.0001590989],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01579222,0.04903835,0.0003163085,0.1768042,0.7346653,0.01685111,0.003755639,0.0003456597,0.002431226],"genre_scores_gemma":[0.1536916,0.01705182,0.0005921882,0.02066364,0.71886,0.008026085,0.0745361,0.0006997845,0.005878758],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1561406,"threshold_uncertainty_score":0.8679162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437968579565076,"score_gpt":0.3144462414838384,"score_spread":0.2706493835273308,"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."}}