{"id":"W2966773770","doi":"10.1002/cncy.22167","title":"Immunocytochemistry for ARID1A as a potential biomarker in urine cytology of bladder cancer","year":2019,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Biomarker; Immunocytochemistry; Cytology; Urine cytology; Bladder cancer; Urine; Cancer; Pathology; ARID1A; Oncology; Urology; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001136416,0.0002459403,0.0007282673,0.0001548304,0.000025793,0.000004314456,0.000146811,0.0002765215,0.002646195],"category_scores_gemma":[0.0000305142,0.0002229872,0.000180463,0.0001960762,0.0001703469,0.00004785645,0.0000647609,0.0001885108,0.00004278659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002296421,"about_ca_system_score_gemma":0.0006299689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009204645,"about_ca_topic_score_gemma":0.0001012186,"domain_scores_codex":[0.9984191,0.00003957512,0.0004289462,0.0005107999,0.0001387072,0.0004628574],"domain_scores_gemma":[0.9991286,0.00004293635,0.0001617824,0.0004183403,0.0001580204,0.00009032007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005490004,0.0004061173,0.2177501,0.0004963687,0.0003502585,0.0002598052,0.0002969448,0.00005151777,0.7628973,0.0001347052,0.0008347436,0.01103215],"study_design_scores_gemma":[0.03127125,0.002235755,0.6118844,0.0004291917,0.0008801095,0.00124409,0.0003425122,0.0003007634,0.3362505,0.001162976,0.01328193,0.0007166195],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876977,0.005992125,0.0001047171,0.001089317,0.0008573683,0.001057397,0.0001817356,0.00003171826,0.002987904],"genre_scores_gemma":[0.9940252,0.000649915,0.0002322721,0.0008361004,0.0001593968,0.000823073,0.00005508996,0.00004682941,0.003172075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4266469,"threshold_uncertainty_score":0.9982655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788707367242749,"score_gpt":0.3338493086620243,"score_spread":0.3159622349895969,"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."}}