{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00129556,0.0003939684,0.0004872293,0.001001527,0.0004558431,0.0007783797,0.0002754902,0.0005247841,0.001130211],"category_scores_gemma":[0.002936275,0.0001713871,0.0006520492,0.001228439,0.0002968037,0.0004243238,0.0006352154,0.0006776371,0.0002924596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431171,"about_ca_system_score_gemma":0.0004230828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003186849,"about_ca_topic_score_gemma":0.003576387,"domain_scores_codex":[0.9995788,0.0001271899,0.00005217772,0.00008892827,0.00006563516,0.000087253],"domain_scores_gemma":[0.9987158,0.0004305345,0.0003610858,0.00009863782,0.0001941561,0.0001997792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002908513,0.00001270832,0.9915131,0.00002871426,0.00008243529,0.00007657712,0.00002902343,0.0004601339,0.0009564791,0.00001741428,0.0002164509,0.006316206],"study_design_scores_gemma":[0.00001426818,0.00007179601,0.9898219,0.00003208743,0.0001963272,0.0005207778,0.0001613306,0.00717243,0.0009334196,0.0002525736,0.0008034115,0.00001971399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951061,0.002480959,0.0008694542,0.0002267754,0.00003269179,0.00001156461,0.0007870517,0.00003438804,0.0004510393],"genre_scores_gemma":[0.9987393,0.0002665456,0.0003405258,0.00002493566,0.00001607577,0.000005311307,0.0005314369,0.000003734256,0.00007213468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003186849,"threshold_uncertainty_score":0.006851673,"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."}}