{"id":"W2073304550","doi":"10.1159/000325400","title":"Immunostaining as a Diagnostic Aid in Cytopathologic Study of Upper Urinary Tract Urothelial Carcinoma","year":2009,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Urothelial carcinoma; Immunostaining; Urinary system; Carcinoma; Pathology; Cytopathology; Upper urinary tract; Urology; Internal medicine; Immunohistochemistry; Cytology; Cancer; Bladder cancer","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":[0.0001849636,0.0002699757,0.0006584535,0.0001895538,0.00007236916,0.00001107545,0.0001905709,0.000149073,0.0002963186],"category_scores_gemma":[0.0004850372,0.0001991812,0.0001187473,0.0002830115,0.00006547917,0.00009187055,0.00005208839,0.0003160762,0.00003189687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009889854,"about_ca_system_score_gemma":0.0001311332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002520316,"about_ca_topic_score_gemma":0.000003746349,"domain_scores_codex":[0.9982629,0.0001617464,0.0004654836,0.0004364058,0.0002682598,0.0004051623],"domain_scores_gemma":[0.9989809,0.0002914025,0.0001314084,0.0004454499,0.00005362849,0.00009724103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001472304,0.009978997,0.9687694,0.00001922472,0.00003650191,0.005291335,0.002731727,0.000003129501,0.007448487,0.00003997644,0.00003369836,0.004175201],"study_design_scores_gemma":[0.006140545,0.02666928,0.9619923,0.00005977101,0.0001386301,0.0009056436,0.001737316,0.000004044231,0.00160896,0.0004273448,0.0001395637,0.0001765604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903156,0.0006872451,0.000001562655,0.0007212462,0.00008162129,0.00118409,0.00000986405,0.00006773326,0.006931],"genre_scores_gemma":[0.9987801,0.0001111882,0.0001138188,0.0006801373,0.00006944203,0.00008377412,0.00001144407,0.00001723133,0.0001328392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01669028,"threshold_uncertainty_score":0.8122373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339003275853457,"score_gpt":0.3013461135087305,"score_spread":0.277956080750196,"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."}}