{"id":"W1485309517","doi":"10.1111/bju.13018","title":"Fluorescence cystoscopy: the end of biopsies for carcinoma <i>in situ</i> detection?","year":2015,"lang":"en","type":"letter","venue":"British Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystoscopy; Medicine; Bladder cancer; Carcinoma in situ; Biopsy; White light; Significant difference; Urology; Radiology; Surgery; Carcinoma; Cancer; Pathology; Internal medicine; 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":[0.02075561,0.0004836095,0.0018367,0.0006923747,0.0004419863,0.002028447,0.0009963072,0.00227704,0.002158188],"category_scores_gemma":[0.05118808,0.0003481252,0.001657811,0.001005311,0.0007391995,0.003596067,0.0007649937,0.001500128,0.0007591372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000951556,"about_ca_system_score_gemma":0.0007960162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701711,"about_ca_topic_score_gemma":0.002309329,"domain_scores_codex":[0.9864264,0.007517543,0.001488731,0.001356553,0.002434082,0.0007766719],"domain_scores_gemma":[0.9371109,0.03999528,0.01244641,0.003170044,0.00590007,0.001377291],"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":[0.03770139,0.0004590294,0.6370763,0.004440975,0.001759952,0.001135577,0.000828811,0.000470679,0.002439045,0.001010533,0.005610135,0.3070676],"study_design_scores_gemma":[0.0005619792,0.01313107,0.9114903,0.005112085,0.004013191,0.005917165,0.001652864,0.001554313,0.007920659,0.002530875,0.04591251,0.0002030649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.6552915,0.2925411,0.01042691,0.01921044,0.003647642,0.0002952299,0.002267131,0.000104088,0.01621593],"genre_scores_gemma":[0.9645817,0.01762462,0.005398885,0.007355122,0.002558939,0.0001373056,0.0009758018,0.00007197554,0.001295706],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02075561,"threshold_uncertainty_score":0.1097674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896108656947197,"score_gpt":0.2665834506833688,"score_spread":0.2476223641138968,"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."}}