{"id":"W2795998039","doi":"10.1016/j.juro.2018.02.198","title":"MP06-06 DOES URINARY CYTOLOGY HAVE A ROLE IN HEMATURIA INVESTIGATIONS? RESULTS OF A PROSPECTIVE OBSERVATIONAL STUDY (DETECT I)","year":2018,"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":"Medicine; Cytology; Observational study; Urology; Urinary system; Gynecology; Internal medicine; Pathology","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":[0.01266287,0.0002756776,0.0008660837,0.0009843891,0.0005026595,0.001685362,0.0009350877,0.001195678,0.02357592],"category_scores_gemma":[0.09483077,0.0005003457,0.001959779,0.002035952,0.0003681751,0.001565179,0.001032533,0.001418701,0.00432316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340504,"about_ca_system_score_gemma":0.001292125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655617,"about_ca_topic_score_gemma":0.001610993,"domain_scores_codex":[0.9899988,0.00461317,0.001668223,0.0005901899,0.002794802,0.0003349521],"domain_scores_gemma":[0.9209548,0.03634487,0.01976378,0.006348158,0.01375974,0.002828737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01314723,0.0005132976,0.6848323,0.005414587,0.003070738,0.0001754284,0.0003827911,0.0001678874,0.0004724531,0.001236256,0.21461,0.07597703],"study_design_scores_gemma":[0.00576746,0.003369231,0.8922524,0.005579133,0.004114852,0.0009723339,0.000542512,0.0006475201,0.0009169702,0.001016521,0.08472466,0.00009647095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5255907,0.05639249,0.008168546,0.06606389,0.009790092,0.005464736,0.2491305,0.0004978449,0.07890116],"genre_scores_gemma":[0.8222474,0.01739313,0.007574908,0.01944884,0.008581514,0.005949683,0.09142544,0.000447684,0.02693134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02357592,"threshold_uncertainty_score":0.07886934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04754623683991114,"score_gpt":0.327796542362027,"score_spread":0.2802503055221158,"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."}}