{"id":"W3172790476","doi":"10.1097/pap.0000000000000308","title":"The Genitourinary Pathology Society Update on Classification and Grading of Flat and Papillary Urothelial Neoplasia With New Reporting Recommendations and Approach to Lesions With Mixed and Early Patterns of Neoplasia","year":2021,"lang":"en","type":"review","venue":"Advances in Anatomic Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Montréal","funders":"","keywords":"Cystoscopy; Medicine; Grading (engineering); Terminology; Bladder cancer; Surgical pathology; Genitourinary system; Disease; Malignancy; Pathology; Anatomical pathology; General surgery; Cancer; Internal medicine; Alternative 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":[0.000318623,0.000316631,0.001261135,0.0001461208,0.0001308034,0.00001422976,0.00006790014,0.0001979913,0.000001153937],"category_scores_gemma":[0.00006932629,0.0002021873,0.0000666665,0.0001892714,0.0002724497,0.00008420314,0.00009139568,0.0003502196,1.20794e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000461434,"about_ca_system_score_gemma":0.0002312649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003349781,"about_ca_topic_score_gemma":0.0001022213,"domain_scores_codex":[0.998013,0.0002090149,0.000800454,0.000624293,0.0001153162,0.0002378946],"domain_scores_gemma":[0.9983454,0.0002897276,0.0008743199,0.000323202,0.00004758874,0.0001197083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001826346,0.00007927777,0.04682735,0.00195658,0.0001931522,0.0001874234,0.0009316982,8.901704e-7,0.00004507084,0.00042919,0.00002767329,0.9491391],"study_design_scores_gemma":[0.02692432,0.01689418,0.4336914,0.06894757,0.01273266,0.09265634,0.02312389,0.0002027527,0.0006902052,0.002178258,0.318055,0.003903397],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2893366,0.7089199,0.0003986187,0.0002332086,0.00007281247,0.0008642855,0.00006158932,0.00001154131,0.0001014781],"genre_scores_gemma":[0.04941916,0.9456673,0.004560865,0.00006494648,0.0000436629,0.0001058943,0.00006587312,0.0000386971,0.00003358179],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9452357,"threshold_uncertainty_score":0.824496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04292702202359246,"score_gpt":0.3418386002105926,"score_spread":0.2989115781870002,"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."}}