{"id":"W1989400803","doi":"10.5489/cuaj.2440","title":"Microscopic hematuria and urothelial malignancy","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malignancy; Microscopic hematuria; Urothelium; Medicine; Urothelial cancer; Pathology; Urology; Urinary bladder; Bladder cancer; Internal medicine; Cancer; Kidney","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004598347,0.0002621088,0.0004299068,0.0008208319,0.001204899,0.001268833,0.0005217082,0.004491098,0.006422191],"category_scores_gemma":[0.004619301,0.0003074774,0.0003206985,0.0004690027,0.001336685,0.0007188435,0.0003283084,0.003891357,0.0010977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357734,"about_ca_system_score_gemma":0.001186157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112465,"about_ca_topic_score_gemma":0.02455518,"domain_scores_codex":[0.9993904,0.0001430133,0.00005526657,0.00008388937,0.0001893827,0.0001380057],"domain_scores_gemma":[0.9982368,0.0005908625,0.0002599422,0.00008496003,0.0003895063,0.0004380674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006241259,0.0001949514,0.07838996,0.000465967,0.0001668745,0.294459,0.0002912779,0.0001951512,0.001933292,0.004737757,0.5524572,0.06608446],"study_design_scores_gemma":[0.0001776054,0.0002757212,0.07985275,0.000855175,0.0002084761,0.6169781,0.0007827876,0.0008866145,0.002309946,0.004435708,0.2931043,0.0001327873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1168735,0.07480858,0.00113319,0.679391,0.05309813,0.00006917904,0.0003925154,0.0003294391,0.07390443],"genre_scores_gemma":[0.7683145,0.01988854,0.001187953,0.1286338,0.04996062,0.00002307952,0.0001293714,0.00004055599,0.03182155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0112465,"threshold_uncertainty_score":0.02236205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008220512151565038,"score_gpt":0.2294027295728458,"score_spread":0.2211822174212808,"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."}}