{"id":"W4361943958","doi":"10.1158/1078-0432.c.6519384","title":"Data from <i>Fibroblast Growth Factor Receptor 3</i> Mutation Analysis on Voided Urine for Surveillance of Patients with Low-Grade Non-Muscle–Invasive Bladder Cancer","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Concomitant; Bladder cancer; Urine; Medicine; Internal medicine; Gastroenterology; Urology; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374898,0.0002183584,0.000551713,0.0008309041,0.0003860524,0.000549436,0.0003730237,0.0003008237,0.001770869],"category_scores_gemma":[0.004226507,0.0001615087,0.0005281437,0.0007537032,0.0002582909,0.0003293049,0.0003064724,0.000271838,0.0003763468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247249,"about_ca_system_score_gemma":0.0006646737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003329443,"about_ca_topic_score_gemma":0.004407388,"domain_scores_codex":[0.9986285,0.0003186262,0.0002774917,0.0002399307,0.0004259094,0.0001095302],"domain_scores_gemma":[0.9953775,0.001394481,0.001500117,0.0004611897,0.0007398061,0.0005269163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007537622,0.0002624012,0.9652364,0.0002305388,0.0001745042,0.0003843967,0.0001972696,0.0002531541,0.008404854,0.00004346787,0.001631019,0.01564443],"study_design_scores_gemma":[0.0002126655,0.002118047,0.9874042,0.00003508189,0.0001924981,0.001047326,0.0001283869,0.0004229265,0.005766144,0.00002813288,0.002623665,0.00002079178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9888159,0.0003625696,0.000502078,0.00005589063,0.00001188881,0.0001437431,0.008648803,0.00002823303,0.00143095],"genre_scores_gemma":[0.9920568,0.0001302701,0.0005090449,0.00008759612,0.00001399333,0.0002136612,0.006517394,0.00001794039,0.0004533147],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.003329443,"threshold_uncertainty_score":0.00727123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226522560164661,"score_gpt":0.2904049977105954,"score_spread":0.2581397721089487,"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."}}