{"id":"W3211940103","doi":"10.1002/dc.24906","title":"Synchronous uterine and bladder cancers detected in urine and vaginal samples by cytology","year":2021,"lang":"en","type":"article","venue":"Diagnostic Cytopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council Canada; Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Urine cytology; Cytology; Genitourinary system; Uterine cancer; Pathology; Vagina; Urinary system; Bladder cancer; Gynecology; Urine; Cancer; Carcinosarcoma; Carcinoma; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006307711,0.0001945968,0.0004515265,0.00009079353,0.00004571397,0.00001155206,0.00003709845,0.0001267369,0.0003036161],"category_scores_gemma":[0.0004957957,0.000185805,0.00002253745,0.0001475625,0.0002303407,0.00003560499,0.00008391641,0.0001808568,0.000006725292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012684,"about_ca_system_score_gemma":0.0002144825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006233064,"about_ca_topic_score_gemma":0.001099369,"domain_scores_codex":[0.9987894,0.00008898306,0.0002266305,0.0004688078,0.00007917338,0.0003470197],"domain_scores_gemma":[0.9990963,0.0004609776,0.00004077885,0.0002030241,0.00005453885,0.0001443941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002986431,0.0003957438,0.9336834,0.0001760653,0.0001127135,0.01138564,0.0005579651,0.000002952633,0.02020785,0.0001476645,0.0009848655,0.03204647],"study_design_scores_gemma":[0.005398746,0.001159423,0.970813,0.00008241358,0.0001812421,0.008077172,0.0001443513,0.00002931583,0.00750388,0.0002288609,0.006161669,0.0002198877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986686,0.01065991,0.0002606691,0.001492352,0.0001590741,0.0002510174,0.0001312335,0.00003843411,0.0003213033],"genre_scores_gemma":[0.9935427,0.004239136,0.0006924375,0.001057021,0.00008089807,0.000101861,0.0001007982,0.00002378933,0.0001613243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03712962,"threshold_uncertainty_score":0.7576905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060519808527669,"score_gpt":0.2749056241835343,"score_spread":0.2643004260982575,"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."}}