{"id":"W2082427062","doi":"10.1002/dc.10320","title":"Urine cytology in renal glomerular disease and value of G1 cell in the diagnosis of glomerular bleeding","year":2003,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"High-power field; Urinalysis; Urine cytology; Medicine; Urine; Cytology; Urology; Pathology; Red blood cell; Urinary system; Internal medicine; Immunohistochemistry","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":[0.0009647544,0.0002156478,0.0007644555,0.0004010905,0.00004604585,0.000001491568,0.00014091,0.0002308368,0.0000444123],"category_scores_gemma":[0.00468182,0.0001694982,0.0000844224,0.000465367,0.0008180843,0.00003639688,0.00008549691,0.0003874835,0.000004150668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002156357,"about_ca_system_score_gemma":0.0001001279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005065576,"about_ca_topic_score_gemma":0.00005192914,"domain_scores_codex":[0.9978464,0.0005815519,0.0005965794,0.0003967402,0.0001467527,0.0004319929],"domain_scores_gemma":[0.9954373,0.003900911,0.0001870303,0.000333786,0.00005517348,0.00008581933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002729715,0.0007192373,0.9914235,0.0001291206,0.00004456718,0.002574189,0.0008652689,0.00003617005,0.0009785919,0.002704784,0.0001185232,0.000133087],"study_design_scores_gemma":[0.002892226,0.0007347109,0.9913961,0.00003915468,0.0004605872,0.0003325053,0.0002563286,0.0000159816,0.001602165,0.001729549,0.0004155496,0.0001250874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765251,0.02048225,0.00003341724,0.001835524,0.0001171002,0.0004463669,0.00002045868,0.000009815285,0.0005299558],"genre_scores_gemma":[0.9902927,0.008244231,0.0002261433,0.0009857966,0.00005146567,0.0001673776,0.00001085747,0.00001305439,0.000008352737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01376761,"threshold_uncertainty_score":0.6911934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096653535426233,"score_gpt":0.2520972546995727,"score_spread":0.2411307193453104,"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."}}