{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003168998,0.0002069144,0.0006142576,0.0003043182,0.00002197049,0.000003820273,0.0001154002,0.0002800397,0.0005106145],"category_scores_gemma":[0.0008606078,0.0001522068,0.00009358652,0.0002704281,0.0001763303,0.00003901439,0.00003899711,0.0002903651,0.0001765457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003067965,"about_ca_system_score_gemma":0.000144193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001303978,"about_ca_topic_score_gemma":0.001626291,"domain_scores_codex":[0.9980314,0.0001860975,0.0005111499,0.0004885125,0.0001532258,0.0006295734],"domain_scores_gemma":[0.9985292,0.0009468729,0.00008261774,0.0002686422,0.00003109773,0.0001415744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00291804,0.001039078,0.906113,0.00003573909,0.00002614108,0.01557465,0.001188986,0.00001915876,0.05868838,0.0009866075,0.002073322,0.01133695],"study_design_scores_gemma":[0.01479395,0.001148556,0.9723977,0.0004720686,0.00006221732,0.0005440252,0.00008626908,0.00002116559,0.005706703,0.001397186,0.003096181,0.0002739234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911965,0.0004452927,0.0002304715,0.005877874,0.0003102496,0.0004591439,0.00004592783,0.00004004037,0.001394467],"genre_scores_gemma":[0.9970515,0.001246995,0.000149101,0.001019231,0.0001011216,0.0001284781,0.00002273728,0.00002362252,0.0002571698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06628481,"threshold_uncertainty_score":0.6206815,"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."}}