{"id":"W2529336094","doi":"10.1002/dc.23602","title":"Atypical cells in a voided urine cytology specimen in a renal transplant recipient","year":2016,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Viral-associated cancers and disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Urine cytology; Medicine; Cytology; Pathology; Biopsy; Urine; Nephrectomy; Kidney; Transplantation; Immunohistochemistry; Urology; Internal medicine; Cystoscopy","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":[0.0002949535,0.0005581979,0.000537573,0.001810456,0.000845222,0.0007826046,0.0005458388,0.001216945,0.001365963],"category_scores_gemma":[0.001770422,0.0003488423,0.0003622603,0.0007620691,0.000588689,0.0005371182,0.0006267862,0.0006274903,0.0005481693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003633986,"about_ca_system_score_gemma":0.0003591568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224222,"about_ca_topic_score_gemma":0.001682438,"domain_scores_codex":[0.9996669,0.00004578947,0.00005390987,0.00006277658,0.00009705101,0.00007361624],"domain_scores_gemma":[0.9990771,0.0002345343,0.0002099395,0.00006480516,0.00005893069,0.0003546145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002329357,0.00008736362,0.09031123,0.00009054263,0.00002599605,0.8880435,0.0004196842,0.0002006054,0.01393672,0.0001797531,0.0004370102,0.00603473],"study_design_scores_gemma":[0.00001082481,0.0001680874,0.05503155,0.00004802246,0.00006270146,0.9332626,0.0004196782,0.001125103,0.008324442,0.0002042439,0.00131627,0.00002639361],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992431,0.002363726,0.0016881,0.0003525066,0.00008858866,0.00004864922,0.000129804,0.0001066423,0.002790917],"genre_scores_gemma":[0.998268,0.0004207434,0.0007886548,0.0001149937,0.00005766653,0.000004050205,0.00004398429,0.000008705522,0.0002930795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001810456,"threshold_uncertainty_score":0.00456959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035316615236997,"score_gpt":0.2493141767205679,"score_spread":0.2389610105681979,"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."}}