{"id":"W2001890904","doi":"10.1016/j.jasc.2015.01.003","title":"Urine cytology: does the number of atypical urothelial cells matter? A qualitative and quantitative study of 112 cases","year":2015,"lang":"en","type":"article","venue":"Journal of the American Society of Cytopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Urine cytology; Cytology; Medicine; Pathology; Urothelial carcinoma; Nucleolus; Biopsy; Cytopathology; Urine; Bladder cancer; Cancer; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006971206,0.0001475261,0.0009425599,0.00003269403,0.00004204138,0.000002764183,0.0002004151,0.00004456677,0.00002210669],"category_scores_gemma":[0.0001367084,0.00006822413,0.0002957688,0.0001953477,0.001867726,0.00004473109,0.0001052245,0.0002588764,0.000001720725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004193022,"about_ca_system_score_gemma":0.0002022852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003981548,"about_ca_topic_score_gemma":0.00001723474,"domain_scores_codex":[0.9979706,0.0007741638,0.0006312685,0.0001328429,0.0003387396,0.0001523348],"domain_scores_gemma":[0.9972402,0.0005994126,0.001403763,0.0002503055,0.0004281377,0.00007818503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009389522,0.002672551,0.7799455,0.0001310101,0.001492936,0.0001009463,0.1664568,0.00001317969,0.03417309,0.0001184562,0.004704717,0.0008013585],"study_design_scores_gemma":[0.009156932,0.01614836,0.5704702,0.0001398753,0.00152941,0.002802552,0.3792192,0.00001112792,0.01864276,0.001423472,0.0002869646,0.0001691196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996409,0.0001954645,0.00009724239,0.002714653,0.000147163,0.0002856749,0.00004611082,0.000002424457,0.0001022528],"genre_scores_gemma":[0.9959776,0.00008092096,0.00292484,0.0008339708,0.00007447573,0.000005075221,3.068897e-7,0.00001427901,0.00008849222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2127625,"threshold_uncertainty_score":0.6881715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05253220329355187,"score_gpt":0.3954930880461999,"score_spread":0.3429608847526481,"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."}}