{"id":"W2979453720","doi":"10.1002/jcp.29279","title":"Multi‐omics analysis of tumor mutation burden combined with immune infiltrates in bladder urothelial carcinoma","year":2019,"lang":"en","type":"article","venue":"Journal of Cellular Physiology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Urothelial carcinoma; Immune system; Omics; Mutation; Carcinoma; Medicine; Cancer research; Biology; Bladder cancer; Oncology; Bioinformatics; Internal medicine; Cancer; Immunology; Genetics; Gene","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":[0.0005726926,0.0004273327,0.0009503461,0.002553923,0.0005046045,0.0009141915,0.000250135,0.0004278256,0.001402057],"category_scores_gemma":[0.0006520265,0.0002026482,0.0008181391,0.002457195,0.0001520182,0.0003986955,0.0008307794,0.0003777766,0.0003098852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003366795,"about_ca_system_score_gemma":0.000323414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043045,"about_ca_topic_score_gemma":0.001544773,"domain_scores_codex":[0.9996107,0.00007007375,0.00004635649,0.0001105129,0.00007416002,0.00008829156],"domain_scores_gemma":[0.9997082,0.00007061603,0.00009495985,0.00003613645,0.00005182777,0.00003821067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001280723,0.0002058887,0.7856643,0.0008063859,0.001156932,0.0007577873,0.0004694353,0.003718736,0.1552994,0.0004502652,0.002569024,0.04762123],"study_design_scores_gemma":[0.00002735509,0.0002113835,0.9662626,0.00009614871,0.0005827514,0.000904389,0.0007359737,0.01650661,0.009187116,0.001242586,0.00420666,0.00003638103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834462,0.003696898,0.002937055,0.0003204986,0.00003252334,0.00003726807,0.008638633,0.00009485764,0.0007960988],"genre_scores_gemma":[0.9875108,0.0008465864,0.002977645,0.0001609729,0.00003121552,0.00008146889,0.00789641,0.00002046401,0.0004744035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002553923,"threshold_uncertainty_score":0.004690349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009590005710090565,"score_gpt":0.2454493069832987,"score_spread":0.2358593012732082,"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."}}