{"id":"W2759289569","doi":"10.1097/rct.0000000000000664","title":"Diagnostic Accuracy of Qualitative and Quantitative Computed Tomography Analysis for Diagnosis of Pathological Grade and Stage in Upper Tract Urothelial Cell Carcinoma","year":2017,"lang":"en","type":"article","venue":"Journal of Computer Assisted Tomography","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Receiver operating characteristic; Radiology; Confidence interval; Hydronephrosis; Stage (stratigraphy); Carcinoma; Nuclear medicine; Institutional review board; Pathology; Surgery; Internal medicine; Urinary system","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":[0.0006020169,0.000272727,0.001301456,0.001312567,0.0001054892,0.00005338202,0.0002077275,0.0001306669,0.000009060355],"category_scores_gemma":[0.0002635387,0.0002058875,0.0007676035,0.0005558027,0.0004450466,0.0002405778,0.00006377474,0.0002481341,5.907429e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001961391,"about_ca_system_score_gemma":0.0000766136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001377229,"about_ca_topic_score_gemma":0.00002306933,"domain_scores_codex":[0.99782,0.0003149112,0.000968673,0.0003003331,0.0003584163,0.0002376384],"domain_scores_gemma":[0.9947236,0.002886561,0.001462344,0.0002964688,0.000438628,0.0001924151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009035297,0.001599753,0.9865373,0.000327788,0.001250023,0.0001360462,0.005546717,0.00002517038,0.0003311387,0.00008300613,0.00004142499,0.003218133],"study_design_scores_gemma":[0.007087607,0.00461298,0.9822475,0.0002810895,0.001819062,0.0000394271,0.0007055664,0.0003954841,0.002330716,0.0002654255,0.00004268579,0.0001724934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884719,0.002417007,0.007747131,0.000307608,0.0001289364,0.0005859282,0.0003029688,0.000006095149,0.00003237983],"genre_scores_gemma":[0.976249,0.0003048412,0.02325235,0.00006645449,0.00006609915,0.00002707491,0.00001413359,0.00001738455,0.000002695631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01550522,"threshold_uncertainty_score":0.8395848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06916519494009685,"score_gpt":0.3689619261242856,"score_spread":0.2997967311841888,"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."}}