{"id":"W2913753481","doi":"10.1097/md.0000000000014573","title":"Surveillance of non-muscle invasive bladder cancer using fluorescence in situ hybridization","year":2019,"lang":"en","type":"article","venue":"Medicine","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"West China Hospital, Sichuan University; Sichuan University; China Postdoctoral Science Foundation","keywords":"Medicine; Bladder cancer; Fluorescence in situ hybridization; In situ; In situ hybridization; Carcinoma in situ; Cancer; Cancer detection; Pathology; Internal medicine","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":[0.02272691,0.0009017703,0.004140026,0.003456563,0.0002384266,0.001551064,0.0007867909,0.001261913,0.00197233],"category_scores_gemma":[0.04961134,0.0004062693,0.005090703,0.003052215,0.000697115,0.001485758,0.0005591345,0.0006483316,0.0001752324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133257,"about_ca_system_score_gemma":0.002837376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001651178,"about_ca_topic_score_gemma":0.003089341,"domain_scores_codex":[0.9880612,0.007030404,0.002354731,0.0007813254,0.001574509,0.0001977312],"domain_scores_gemma":[0.9423384,0.04565479,0.008736624,0.000686082,0.00238601,0.0001980582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.005104147,0.0001662608,0.02574656,0.6842254,0.0382096,0.0002213011,0.0001791878,0.0007955847,0.00158396,0.0005929011,0.001797767,0.2413773],"study_design_scores_gemma":[0.003459762,0.01197084,0.1121472,0.4730418,0.3362768,0.00363557,0.0007995341,0.003249476,0.006531473,0.003401742,0.04522261,0.0002631391],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007594261,0.9892467,0.00115925,0.0005375186,0.0001645412,0.0002918817,0.0004017084,0.00001127008,0.0005928147],"genre_scores_gemma":[0.2308942,0.7574692,0.007222064,0.001633258,0.0006650172,0.001106846,0.0006740434,0.00001486192,0.0003205358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02272691,"threshold_uncertainty_score":0.1201928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132834732383821,"score_gpt":0.3043726298008871,"score_spread":0.2830442824770489,"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."}}