{"id":"W4212853005","doi":"10.22374/jeleu.v5i1.136","title":"Bladder Melanosis","year":2022,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystoscopy; Medicine; Melanosis; Dermatology; Biopsy; Urinary system; Urinary bladder; Differential diagnosis; Lower urinary tract symptoms; Pathology; Urology; Internal medicine; Cancer; Melanoma","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002741438,0.0001167104,0.0003948704,0.0002248914,0.0001241664,0.000006081978,0.0001458504,0.00003917461,0.003695422],"category_scores_gemma":[0.00005916561,0.00009833638,0.0002481605,0.0001559769,0.00006201238,0.00005342001,0.00007274585,0.000542653,0.00001807221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166439,"about_ca_system_score_gemma":0.0002721482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002840025,"about_ca_topic_score_gemma":0.000002387762,"domain_scores_codex":[0.9986888,0.0001371632,0.0003882934,0.0001273062,0.0004090983,0.000249313],"domain_scores_gemma":[0.9992255,0.00008523204,0.000271206,0.0001487935,0.0001124062,0.0001568744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0482022,0.00984679,0.3774222,0.0002002533,0.009491491,0.05057963,0.00510697,0.001071702,0.1033933,0.004179387,0.2818938,0.1086123],"study_design_scores_gemma":[0.02051209,0.02940767,0.07839106,0.00001962535,0.002118494,0.1078876,0.00119557,0.00006903854,0.007672754,0.001265406,0.7511157,0.0003449391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741208,0.002612135,0.0001770095,0.006758845,0.00152954,0.0002120059,0.00002434756,0.00002259731,0.0145427],"genre_scores_gemma":[0.9951541,0.00007677738,0.0006217984,0.002480782,0.0005055792,0.00001601234,0.000003666447,0.00002114741,0.001120169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692219,"threshold_uncertainty_score":0.9972153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829449560743989,"score_gpt":0.2794358224040536,"score_spread":0.2611413267966137,"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."}}