{"id":"W1984215891","doi":"10.1002/dc.20139","title":"Repair renal tubular cells: A potential false‐positive diagnosis in urine cytology","year":2004,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Papanicolaou stain; Medicine; Atypia; Cytopathology; Urine cytology; Cytology; Pathology; Vimentin; Urine; Nucleolus; Nuclear atypia; Immunohistochemistry; Internal medicine; Cancer; Nucleus","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":[0.002276109,0.000560508,0.000547562,0.002270987,0.0006621049,0.0009820655,0.00087392,0.001097773,0.001649076],"category_scores_gemma":[0.01037009,0.0003898108,0.0003445951,0.0007973075,0.001465547,0.0008077041,0.0006675657,0.0004687383,0.000759461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002676022,"about_ca_system_score_gemma":0.000222958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009920293,"about_ca_topic_score_gemma":0.001246543,"domain_scores_codex":[0.9982059,0.0005026773,0.0002249581,0.000160456,0.0006052871,0.0003007701],"domain_scores_gemma":[0.9946025,0.002976453,0.0009833589,0.000448371,0.0006379745,0.000351218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005779602,0.00003628956,0.8985198,0.0002642871,0.00006978132,0.06995178,0.0008153378,0.000195683,0.01096188,0.0002051789,0.0004559451,0.01794601],"study_design_scores_gemma":[0.00004396897,0.0007479903,0.3249323,0.000157492,0.0002694501,0.6369616,0.001862875,0.002090321,0.02829164,0.0005421173,0.004061199,0.00003908429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911762,0.005060634,0.001883008,0.000169173,0.00005582213,0.00002256478,0.00005264197,0.00007186848,0.001508002],"genre_scores_gemma":[0.9985119,0.0005900292,0.0006209394,0.00007040189,0.00003388506,0.000004099148,0.00003771887,0.000005534491,0.0001255205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002276109,"threshold_uncertainty_score":0.01203734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008152338880089179,"score_gpt":0.244479918160218,"score_spread":0.2363275792801288,"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."}}