{"id":"W4386170080","doi":"10.1016/j.isci.2023.107722","title":"A cancer-associated fibroblast subtypes-based signature enables the evaluation of immunotherapy response and prognosis in bladder cancer","year":2023,"lang":"en","type":"article","venue":"iScience","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Immunotherapy; Bladder cancer; Nomogram; Medicine; Cancer research; Oncology; Tumor microenvironment; Cancer-Associated Fibroblasts; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00103003,0.0003050649,0.0005396195,0.001466577,0.0003839165,0.0007787907,0.0002138046,0.0003433635,0.001003328],"category_scores_gemma":[0.001620811,0.0001156047,0.0005315583,0.001381412,0.0001448617,0.0003158482,0.0004262609,0.0003701986,0.0002105006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469846,"about_ca_system_score_gemma":0.0004216446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00191285,"about_ca_topic_score_gemma":0.004092226,"domain_scores_codex":[0.9995978,0.00009738641,0.00005443224,0.00009299281,0.00009594572,0.00006136773],"domain_scores_gemma":[0.9993374,0.0001609332,0.00024008,0.00006111145,0.0001306974,0.00006979067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006390489,0.00007803309,0.9348589,0.0001687562,0.0002525433,0.0001613748,0.00007641046,0.001532707,0.01287861,0.000125102,0.001086714,0.04814177],"study_design_scores_gemma":[0.00004644263,0.0003470746,0.9654567,0.00009249619,0.0005134065,0.001273805,0.0002995193,0.01578162,0.01013678,0.0007676695,0.005242285,0.0000422453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891017,0.003540375,0.002631934,0.0002161468,0.00003426906,0.00005468863,0.003261981,0.00006487181,0.001093959],"genre_scores_gemma":[0.994459,0.0005925787,0.002237343,0.00006684483,0.00002216755,0.00003739502,0.00222505,0.000005917739,0.000353596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00191285,"threshold_uncertainty_score":0.005447388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422418927006566,"score_gpt":0.3526429253812816,"score_spread":0.310401032680625,"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."}}