{"id":"W4304205892","doi":"10.1093/noajnl/vdac163","title":"Association of hyperglycemia and molecular subclass on survival in IDH-wildtype glioblastoma","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gray Family Foundation; National Institutes of Health; National Institute of Neurological Disorders and Stroke; Friedberg Charitable Foundation","keywords":"Epigenetics; Methylation; DNA methylation; Subclass; Glioblastoma; Metabolomics; Internal medicine; Biology; Oncology; Cancer research; Medicine; Bioinformatics; Genetics; Gene; Gene expression","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001902435,0.0001070713,0.0003301322,0.0001549299,0.00006305179,0.000002573137,0.00005062691,0.00005975183,0.00006910494],"category_scores_gemma":[0.0002276666,0.0001015048,0.00004680675,0.0002370558,0.00003792623,0.00003603937,0.00006490138,0.0002202236,0.000003881017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262938,"about_ca_system_score_gemma":0.00006103666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001308449,"about_ca_topic_score_gemma":0.0001096888,"domain_scores_codex":[0.9988867,0.0001933874,0.0002060563,0.0002508635,0.0002625209,0.000200462],"domain_scores_gemma":[0.9990996,0.000536463,0.000154533,0.0001263979,0.00003340032,0.00004965545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001840085,0.001355622,0.8039401,0.00003705331,0.00008306035,0.001329922,0.0001527597,0.0007457619,0.1773689,0.001183519,0.0004555954,0.01150761],"study_design_scores_gemma":[0.02084838,0.02672585,0.4357279,0.00006200764,0.0003759374,0.0003022227,0.0007889941,0.0002735728,0.1849654,0.001110743,0.3283904,0.0004285676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920096,0.000790762,8.084568e-7,0.003378957,0.0003720186,0.0002484306,0.00001235999,0.00001897836,0.003168131],"genre_scores_gemma":[0.9986799,0.0002802589,0.00006054934,0.0008107965,0.00002440234,0.00009206482,0.0000073745,0.0000129292,0.00003175945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3682122,"threshold_uncertainty_score":0.4139247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007995828519685336,"score_gpt":0.2748917612868442,"score_spread":0.2668959327671589,"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."}}