{"id":"W4396920004","doi":"10.1016/j.heliyon.2024.e31347","title":"The predictive value of PFKFB3 in bladder cancer prognosis","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Cancer, Hypoxia, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Peking Union Medical College; Natural Science Foundation of Beijing Municipality; Peking Union Medical College Hospital; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Predictive value; Bladder cancer; Cancer; Medicine; Value (mathematics); Internal medicine; Urology; Oncology; Computer science; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.0001294844,0.00008224231,0.00008883642,0.00002894184,0.00003023667,0.0000170182,0.0001017754,0.00008164442,0.00001679174],"category_scores_gemma":[0.0000298588,0.0000583329,0.00006713066,0.0001171896,0.00006805778,0.000002570102,0.0000483188,0.00007939187,0.000003939927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001291055,"about_ca_system_score_gemma":0.0001386945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008059979,"about_ca_topic_score_gemma":0.0003304055,"domain_scores_codex":[0.9993641,0.00003395408,0.0001391878,0.0002020468,0.00009886064,0.0001619017],"domain_scores_gemma":[0.9997342,0.00001514127,0.00002550657,0.0001532182,0.00004291128,0.00002899754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003003848,0.0001189839,0.005585866,0.0005343712,0.0003747068,0.000003414548,0.00090639,0.0004172655,0.866985,0.001850446,0.0198088,0.1031144],"study_design_scores_gemma":[0.0002526674,0.0001055433,0.01219151,0.0001894104,0.0000431223,0.000003062055,0.0001160168,0.0001625679,0.2514179,0.00008546439,0.7353221,0.0001106924],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7135289,0.2813105,0.0001383065,0.0005435697,0.002084387,0.0002942756,0.00007130547,0.00001562989,0.002013103],"genre_scores_gemma":[0.9273427,0.06935173,0.00004427585,0.0001318912,0.001289016,0.0001772099,0.00001357249,0.00002036398,0.001629211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7155133,"threshold_uncertainty_score":0.2378747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007881870876223555,"score_gpt":0.264618291619384,"score_spread":0.2567364207431605,"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."}}