{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001751049,0.0003150753,0.0007003637,0.0002428635,0.00007845076,0.00000753977,0.0001078962,0.000343613,0.0003090199],"category_scores_gemma":[0.001164732,0.0002689285,0.0002445392,0.0002884963,0.000288602,0.00005212667,0.0001249943,0.000381253,0.0003015111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001403459,"about_ca_system_score_gemma":0.00009030406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002901525,"about_ca_topic_score_gemma":0.0001895958,"domain_scores_codex":[0.9978119,0.0001712699,0.0004709535,0.0007092463,0.0001882024,0.0006483941],"domain_scores_gemma":[0.9986532,0.0005988133,0.00009361303,0.0003772,0.000075971,0.00020118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009061957,0.007116798,0.8487687,0.000065606,0.0002082426,0.1285826,0.0005717374,0.0006619559,0.005317656,0.003983976,0.0004877554,0.003328725],"study_design_scores_gemma":[0.009237439,0.003556397,0.9711512,0.0001325271,0.0003873692,0.002096632,0.00006424978,0.00003154128,0.006750479,0.00547163,0.000796061,0.0003244652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920777,0.001798742,0.0008541433,0.003303627,0.0002644177,0.00075593,0.00005069653,0.000161792,0.0007329297],"genre_scores_gemma":[0.9940587,0.001036691,0.002014738,0.002145101,0.0001086833,0.000413509,0.0001321115,0.00003280241,0.00005768762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.126486,"threshold_uncertainty_score":0.9999763,"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."}}