{"id":"W4283835062","doi":"10.21873/anticanres.15843","title":"Can We Predict a Higher Risk of Urothelial Bladder Cancer With a Simple Blood Test?","year":2022,"lang":"en","type":"article","venue":"Anticancer Research","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Bladder cancer; Stage (stratigraphy); Logistic regression; Internal medicine; Multivariate analysis; Cancer; Urology; Cystoscopy; Oncology; Pathology; Urinary system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001756564,0.0007599649,0.0008865788,0.001988318,0.0002927888,0.001247165,0.0007400795,0.001213753,0.002672906],"category_scores_gemma":[0.0120625,0.0002611667,0.000661787,0.001486746,0.0007492448,0.001422002,0.0005192665,0.0009756098,0.0008108921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010382,"about_ca_system_score_gemma":0.0007063928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001543457,"about_ca_topic_score_gemma":0.00228851,"domain_scores_codex":[0.999139,0.000333119,0.0001038835,0.0001106729,0.0001961289,0.0001171766],"domain_scores_gemma":[0.9941082,0.002366825,0.001848739,0.0002192893,0.0006109235,0.0008460396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001214509,0.00003593517,0.9937257,0.00002761421,0.00002939282,0.00007102588,0.00001323726,0.0001026551,0.00009518753,0.00001957176,0.0003939208,0.00536425],"study_design_scores_gemma":[0.00005420836,0.0005748488,0.9905336,0.0001637849,0.0001985622,0.001623146,0.0002424964,0.004103351,0.0003852441,0.0008714612,0.001216505,0.00003278423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866637,0.005774487,0.001788425,0.003058626,0.0002790987,0.00004475936,0.0006558655,0.00006179519,0.001673275],"genre_scores_gemma":[0.9955795,0.001224099,0.001895767,0.0003493007,0.0003461249,0.00001677831,0.0004292474,0.000007629424,0.0001515849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002672906,"threshold_uncertainty_score":0.009289682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973368135687112,"score_gpt":0.368199827364299,"score_spread":0.3184661460074279,"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."}}