{"id":"W4206898879","doi":"10.1016/j.pathol.2021.10.005","title":"The impact of grading scheme on non-muscle invasive bladder cancer progression: potential utility of hybrid grading schemes","year":2022,"lang":"en","type":"article","venue":"Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Sunnybrook Health Science Centre; University of Toronto; University Health Network; Mount Sinai Hospital; Health Sciences Centre","funders":"","keywords":"Medicine; Concordance; Bladder cancer; Grading (engineering); Cohort; Pathological; Retrospective cohort study; Oncology; Internal medicine; Tumor grade; Urology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002573368,0.0001613371,0.000369287,0.00008336447,0.0002577204,0.000004768637,0.0001499346,0.00003450446,0.0005936467],"category_scores_gemma":[0.00007750446,0.0001049659,0.0002318395,0.0001817294,0.0002179864,0.00003294805,0.0001312249,0.0002674686,0.00000235931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143038,"about_ca_system_score_gemma":0.0003756152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001958913,"about_ca_topic_score_gemma":0.000005716124,"domain_scores_codex":[0.9987029,0.0001299618,0.0002965788,0.0002821226,0.0002897542,0.0002986447],"domain_scores_gemma":[0.9991724,0.00009597048,0.0002176192,0.0003526681,0.00008446068,0.00007690148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004109511,0.002211942,0.5333307,0.0002428037,0.001517896,0.001165863,0.002219531,0.0001303268,0.3635286,0.0002545978,0.005586931,0.08570124],"study_design_scores_gemma":[0.007332783,0.007062068,0.6670895,0.0002364572,0.0004936755,0.0007095347,0.001114245,0.001571753,0.3117626,0.001379297,0.000862879,0.0003852235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964526,0.001281693,0.00003233707,0.0003206608,0.0003113815,0.0004810643,0.0001311897,0.0000190253,0.0009700785],"genre_scores_gemma":[0.9992189,0.0001596763,0.0001483837,0.00007634779,0.0001002461,0.0001830488,0.00002102567,0.00002201008,0.00007032605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1337587,"threshold_uncertainty_score":0.6500015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02433353053911999,"score_gpt":0.3432937106662726,"score_spread":0.3189601801271527,"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."}}