{"id":"W2962324291","doi":"10.1016/j.urology.2019.05.046","title":"Upper Tract Urothelial Carcinoma Grade Prediction Based on the Ureteroscopic Appearance: Caution Should be Taken","year":2019,"lang":"en","type":"article","venue":"Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"EMS Ingénierie; Boston Scientific Corporation","keywords":"Medicine; Concordance; Ureteroscopy; Urothelial carcinoma; Kappa; Cohen's kappa; Biopsy; Histopathology; Ureter; Radiology; Urology; Nuclear medicine; Cancer; Internal medicine; Pathology; Bladder cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01197204,0.0009249327,0.002782186,0.00150377,0.001156618,0.003986586,0.001768992,0.002520493,0.001700339],"category_scores_gemma":[0.04886226,0.0005654026,0.001264301,0.0009913836,0.001505488,0.002768514,0.0008997489,0.004565691,0.001627945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000603988,"about_ca_system_score_gemma":0.001606789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00537945,"about_ca_topic_score_gemma":0.01696544,"domain_scores_codex":[0.9931976,0.002938508,0.001155852,0.0005961373,0.001848501,0.0002634455],"domain_scores_gemma":[0.9794977,0.01054288,0.002029731,0.001690479,0.005154422,0.001084906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001445545,0.0002627347,0.5370336,0.002325633,0.001256869,0.006847154,0.001623453,0.001437789,0.009573434,0.002286662,0.08961035,0.3462967],"study_design_scores_gemma":[0.0003066316,0.001688212,0.6758499,0.007680408,0.001982059,0.05194708,0.006393071,0.02259781,0.01532815,0.01496655,0.2006031,0.0006570905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4768572,0.1557728,0.07212019,0.1853704,0.02374177,0.0005624397,0.001780471,0.003138345,0.08065638],"genre_scores_gemma":[0.8958819,0.01781678,0.04760374,0.02522211,0.006840201,0.0001058819,0.0003733837,0.0002995534,0.005856456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197204,"threshold_uncertainty_score":0.06331497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322248266189934,"score_gpt":0.2776312082638128,"score_spread":0.2444087256019134,"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."}}