{"id":"W4388500626","doi":"10.1111/his.15091","title":"Head‐to‐head: how many categories for grading urothelial carcinoma?","year":2023,"lang":"en","type":"review","venue":"Histopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Grading (engineering); Urothelial carcinoma; Medicine; Carcinoma; Urothelial cancer; Bladder cancer; Oncology; Pathology; Radiology; Internal medicine; Cancer; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000244971,0.0006732593,0.002814982,0.0005779909,0.000201931,0.00002785921,0.0002674503,0.0005380826,0.00005265849],"category_scores_gemma":[0.0001644921,0.0005606415,0.0008058444,0.0003897216,0.000147624,0.00003865822,0.00009655348,0.0004076139,0.0005285933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007488136,"about_ca_system_score_gemma":0.0008637831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001471855,"about_ca_topic_score_gemma":0.0001021553,"domain_scores_codex":[0.9973806,0.0001353576,0.0005549187,0.0009527576,0.0002249602,0.0007514444],"domain_scores_gemma":[0.9984615,0.0001706049,0.0002252519,0.0007269458,0.0001076047,0.0003081267],"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":[0.0004743258,0.0003262511,0.0004416482,0.06440704,0.0002619943,0.003524906,0.001479755,2.028258e-7,0.00005498536,0.004267139,0.05009536,0.8746664],"study_design_scores_gemma":[0.001199413,0.001044385,0.0002946852,0.002122095,0.002439123,0.001088568,0.00002770547,7.998224e-7,0.00000435236,0.0002304142,0.9911232,0.000425236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006337647,0.9900116,0.0005585511,0.0007516511,0.003007327,0.003643128,0.0005874576,0.0002837198,0.001093182],"genre_scores_gemma":[0.0002050199,0.9550639,0.0009236886,0.0005607521,0.002081992,0.003262034,0.0005698607,0.0003659014,0.03696686],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9410279,"threshold_uncertainty_score":0.9996845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373002381229772,"score_gpt":0.398814143586154,"score_spread":0.2615139054631768,"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."}}