{"id":"W4394802212","doi":"10.1097/01.ju.0001008712.53259.7d.07","title":"PD48-07 PIVOTAL STUDY EVALUATING PERFORMANCE OF BLADDER EPICHECK, AN FDA CLEARED TEST, IN NON-MUSCLE INVASIVE BLADDER CANCER","year":2024,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bladder cancer; Medicine; Cystoscopy; Grossman; Cystectomy; Cancer; Urine cytology; Cytology; Urology; Internal medicine; Pathology; Urinary system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002043559,0.0004493257,0.0008717049,0.0003114515,0.0004526266,0.001203983,0.0006853986,0.001338184,0.0146732],"category_scores_gemma":[0.003946005,0.0002618858,0.001598582,0.0004409006,0.0003647097,0.0009984181,0.0003836716,0.002342279,0.002681042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006718176,"about_ca_system_score_gemma":0.0009642862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198147,"about_ca_topic_score_gemma":0.003418262,"domain_scores_codex":[0.9992126,0.0003745285,0.00004440317,0.00009438653,0.0001727842,0.0001012015],"domain_scores_gemma":[0.9978209,0.0007308251,0.00044063,0.0001114866,0.0004197638,0.0004765228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3885742,0.005818143,0.03405982,0.006077571,0.003563285,0.0002493093,0.0001914423,0.001836149,0.008404546,0.001778038,0.2683021,0.2811454],"study_design_scores_gemma":[0.3751743,0.2271782,0.12647,0.005052023,0.005330298,0.001342591,0.0003555479,0.004794919,0.009696029,0.002228565,0.2421474,0.0002300782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6871423,0.09025825,0.003165687,0.01767224,0.004300063,0.006344871,0.04760719,0.0007806379,0.1427288],"genre_scores_gemma":[0.8915269,0.01914453,0.003441944,0.01111482,0.0020613,0.002621433,0.02614354,0.0002234413,0.04372219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146732,"threshold_uncertainty_score":0.04908675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671961977713138,"score_gpt":0.354167431646218,"score_spread":0.3174478118690866,"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."}}